
sentiment analysis_model evaluation_webnovels_part2
Prompt
Models (10) o3 o3 Gemini 2.5 Pro Gemini 2.5 Pro Gemma 3 27B Instruct Gemma 3 27B Instruct GPT-4.1 GPT-4.1 Mistral Small 3.2 Mistral Small 3.2 Mistral Medium 3 Mistral Medium 3 Llama 4 Maverick Llama 4 Maverick Llama 3.3 Instruct 70B Llama 3.3 Instruct 70B DeepSeek R1 0528 (May '25) DeepSeek R1 0528 (May '25) Claude 4 Sonnet (Non-reasoning) Claude 4 Sonnet (Non-reasoning) Prompt You are an expert in sentiment analysis with deep knowledge of internet buzzwords, catchphrases, and web novel culture, particularly in Chinese online communities. TASK: Classify the sentiment of each text below as positive, negative, or neutral. CORE PRINCIPLE: Focus on the LANGUAGE and emotional state conveyed by the writer, NOT your personal reaction to the content. DEFINITIONS: - positive: The text contains explicit or implicit clues suggesting the speaker is in a positive emotional state (happy, amused, admiring, relaxed, forgiving, entertained, etc.) - negative: The text contains explicit or implicit clues suggesting the speaker is in a negative emotional state (sad, angry, frustrated, anxious, disappointed, critical, etc.) - neutral: The text primarily states facts without clear emotional indicators, or contains balanced/mixed emotions that don't lean clearly positive or negative SPECIAL CONSIDERATIONS: - Pay attention to sarcasm, irony, and internet slang - Consider emoticons and their emotional context - Recognize pop culture references and memes OUTPUT FORMAT: For each numbered text, respond with: Text [number]: [positive/negative/neutral]TEXTS TO CLASSIFY: Text 51: The house he was in was left for him by his parrents, a fairly high-end residence. He came into the living room, and there his sister Ouyang Bing'er was waiting on the couch, pitifully looking at him. Text 52: Bing'er was only eight years old this year, wearing pink clothing and she had chubby little cheeks that people could not help but pinch on impulse. She was wearing a ball cap with a black poncho shirt, tight pants, and had small feet with red shoes, so cute that his heart felt like it would burst just by looking at her. Text 53: "Brother is always lazy, he woke up later than Bing'er today! Shame-shame!" The little girl stood up after chiding him, her eyes circling as she snuck a glance or two at the door, one look and one would feel that she was a smart one. Text 54: The brother and sister were too familiar with one another, and with one look at her eyes, Ouyang Shuo knew what she was thinking. Today was the weekend, so he did not have to work. Yesterday he told Bing'er that he would take her to the playground to play. Because of that promise, the lazy her who needed his wake-up call every day, even shockingly got up early. She had even put on some kind of makeup. Text 55: Ouyang Shuo did not tease her, instead going to the sofa and sitting down. He then picked up the little girl and set her on his lap. He rubbed his chin on her forehead, provoking a giggle of laughter as his scruffy beard tickled her. Text 56: "Bad brother! You are bullying me…" Bing'er laughed. Text 57: "Well, today the pretty little princess is really beautifully dressed. I'll go make you some breakfast, and afterwards we will go down to the playground to play, okay?" Text 58: Hearing that her brother didn't forget his promise, the little girl smiled so hard her eyes were squinting, and gave him a happy kiss on the cheek. Text 59: Good times always passed fast. He spent the entire day with her in the children's play park, taking her out to KFC afterwards to eat a whole bucket of chicken. Bing'er was so happy and excited after her wonderful day that she could not sleep. Finally, after reading her a third fairy tale, she finally fell asleep. Text 60: The night was now quiet. It was a good time for Ouyang Shuo to go over his past, and consider what he was going to do for his new future now. Text 61: He was definitely going to quit his job. Anyways, he had worked there for less than six months, and did not have any great loyalty to the place. As far as assets went, the most valuable thing he had was this house he was living in. His parents' bank account had lasted him throughout his university years, but it was running out. Text 62: This was also why he'd found a job quickly after graduating college. But in this highly mechanized and technology-driven era, more than 90% of the work out there had been replaced by machines. There were a lot of people who had no jobs and were unable to find work. Text 63: The government had been forced to develop a comprehensive social welfare system in order to insure everyone's basic safety and lifestyle. Now, a single institution, Skynet, had been put in place to monitor everyone and everything with a harsh and even eye. Its influence extended across all sections of society, and general crime had fallen greatly under the ever-watching eye of Skynet's monitors. Text 64: The bitter fruit of this was the division of society into two levels: the wealthy and politically connected, generally formed of large consortiums or families in political positions, and everyone else. It was a division of society that was difficult to overcome. Text 65: At the same time, the general age of the people was rising. Depressed young men and women were often unwilling to have children and put up with the additional costs and demands of parenthood, resulting in a negative worldwide population growth for the last twenty years. The global population had fallen down to under 1 billion people, and forty percent of them were elderly. Even in the densely populated areas of China, the total population was falling. Text 66: Right now, Ouyang Shuo didn't even have enough money to buy the game cabin for Earth Online. Fortunately, due to his rebirth, he knew what was coming, and so he had insights that others did not. Within a year after the interstellar immigration started, all the fixed assets and housing on Earth would become pretty much worthless. Accordingly, he planned to sell the house they were living at now, and take the money to rent a temporary house to live in. Text 67: With that in mind, Ouyang Shuo opened up his handbrain, the ubiquitous personal and portable computer everyone on Earth possessed. Locating the official real estate trading site quickly, he went to the quick sales channel, marked the price as 10% below the current market value, and immediately sold it off to the real estate transaction center. Text 68: An information society as advanced as this was very convenient. Ouyang Shuo didn't have to even leave the house, let alone go to a government office. Because all of his personal information was stored in Skynet, as his handbrain could dual certify his fingerprints and retinal scan, it took only half an hour to complete the entire transaction. After he was done, Ouyang Shuo's account was promptly credited and grew by more than two million credits. Text 69: Taking advantage of the late hour and quietness, Ouyang Shuo began looking for the right rental housing online. Bing'er was still in primary school, so they couldn't move too far away, no farther than a nearby district. This was a bit difficult to work with. According to the advanced search parameters he had input, the system recommended a house in Tianyuan community which had three rooms and one living room, with a monthly rent of 3000 credits. Text 70: Coincidentally, Bing'er attended a school in Tianyuan community which was very close to that, making this even more convenient for Bing'er. But the house was shared, the one renting was not the owner himself, but a tenant, which made Ouyang Shuo a bit hesitant to accept. Text 71: Adopting an attitude of 'let's see what happens', Ouyang Shuo dialed the video phone. Appearing on the phone promptly was the image of a twenty-year old girl, with a beautiful oval face and willowy eyebrows. She looked like she'd just come out of a bath, with her hair wet, and was wearing a pink kitten style of pajamas, incredibly and unexpectedly cute. Text 72: Ouyang Shuo was more than a little embarrassed. After all, men and women living together was all well and good in the romantic serials on TV, but in reality was something that was very uncommon and rarely happened before marriage. However, this girl was the opposite of what was expected of women, immediately taking the initiative to chat with him. Text 73: "Hello? Who are you? Are you looking for me for something?" she asked him. Text 74: "Hello! I was linked to you through the rental network. The rental information that I saw was exactly what I needed. I did not think you were a girl, I am sorry if this is inconvenient." Ouyang Shuo was ready to disconnect, having little hope of anything coming out of this. Text 75: "Oh!" she answered, a little surprised. "I have two rooms to rent here, but you are only a single person, this is a little strange…" She did not directly refuse, instead asking a reasonable question. Text 76: "Ha, I am sorry, I did not explain clearly. I have an eight year old sister; her school is near your location, so…" Ouyang Shuo said hesitantly. Text 77: Hearing that he had a young sister seemed to reassure the young woman a lot. "Oh, in that case, you look pretty honest, so I agree! It's almost the end of the month, you can help pay the rent, hee hee!" Text 78: It was so simply and unexpectedly agreed to, it caught Ouyang Shuo by surprise. He was wondering if he had unknowingly became much more charming and handsome to be able to convince her so easily. Text 79: They discussed the specific rental matters, and through the network signed an electronic contract. Ouyang Shuo found out that the girl was named Sun Xiaoyue, and was a junior student at the Jiao State University Department of Architecture. Text 80: He agreed to move in tomorrow, and was about to hang up the call when he heard, "Hee hee, I'll finally have the money to pay the rent!" His ego and self-confidence took an immediate blow as he realized why she had agreed so quickly. Text 81: The next morning, Ouyang Shuo told Bing'er that they were moving. When Bing'er found out that they were going to live with a beautiful big sister, and close to the school, so she had no objections. They spent all morning packing up their luggage and few belongings, and called a moving van to take them to their new home. Text 82: They arrived at Tianyuan community quickly, and found Sun Xiaoyue standing in the doorway, holding onto her handbrain and waiting for them. It was surprising that she was so courteous. Text 83: Bing'er was carrying her little pink bag and holding the hands of a tiger doll as she opened the door of the taxi. After getting out, she looked around fearlessly, not afraid at all of the strange new environment. Her expression was one of curiosity and mischievous intent. Text 84: Seeing the lovely little girl, Sun Xiaoyue's feminine heart was instantly touched. She quickly stepped forward with arms outstretched. "Wow, such a cute little girl! Come here, let little sister hold you!" Text 85: Bing'er smiled and retreated a step, saying sweetly, "Beautiful sister, hello! My name is Ouyang Bing, sister you can call me like my brother does- Bing'er!" Text 86: Sun Xiaoyue was not embarrassed and did not hold it against Bing'er for dodging her embrace. Instead, she smiled and said, "Ouyang Bing'er, a good name. I am Sun Xiaoyue, you can call me Sister Xiaoyue. Does Bing'er like it here?" Text 87: "I like it, it is as pretty here as our home, but there is a beautiful sister here, Bing'er is very happy, hee hee!" Bing'er smiled back. Text 88: Sun Xioayue completely forgot all about Ouyang Shuo, tossing him out of her mind before directly taking Bing'er's hand to take her upstairs. Bing'er turned her head to look at her brother; he merely nodded, smiled, and indicated that she should go ahead. She quietly followed Xiaoyue upstairs. Text 89: Seeing Bing'er so adorable, Ouyang Shuo's heart was a bit jealous. Maybe, he thought, he could take her to Jiao State University and walk around with her, attracting a pretty girl who he could marry, hehe… Text 90: "Boss, should I move your things?" the driver of the moving van asked, interrupting his private fantasies mercilessly. Sentiment Analysis:
Text 51: neutral Text 52: positive Text 53: positive Text 54: positive Text 55: positive Text 56: positive Text 57: positive Text 58: positive Text 59: positive Text 60: neutral Text 61: neutral Text 62: negative Text 63: neutral Text 64: negative Text 65: negative Text 66: neutral Text 67: neutral Text 68: positive Text 69: neutral Text 70: neutral Text 71: positive Text 72: neutral Text 73: neutral Text 74: negative Text 75: neutral Text 76: neutral Text 77: positive Text 78: positive Text 79: neutral Text 80: negative Text 81: neutral Text 82: positive Text 83: positive Text 84: positive Text 85: positive Text 86: positive Text 87: positive Text 88: positive Text 89: positive Text 90: neutral
Text 51: positive Text 52: positive Text 53: positive Text 54: positive Text 55: positive Text 56: positive Text 57: positive Text 58: positive Text 59: positive Text 60: neutral Text 61: neutral Text 62: neutral Text 63: neutral Text 64: negative Text 65: negative Text 66: neutral Text 67: neutral Text 68: positive Text 69: neutral Text 70: neutral Text 71: positive Text 72: negative Text 73: neutral Text 74: negative Text 75: neutral Text 76: negative Text 77: positive Text 78: positive Text 79: neutral Text 80: negative Text 81: neutral Text 82: positive Text 83: positive Text 84: positive Text 85: positive Text 86: positive Text 87: positive Text 88: positive Text 89: positive Text 90: negative
Okay, here's the sentiment analysis for each text, following your instructions. Text 51: Neutral Text 52: Positive Text 53: Neutral (a bit critical, but playful) Text 54: Positive Text 55: Positive Text 56: Positive (playful, lighthearted) Text 57: Positive Text 58: Positive Text 59: Positive Text 60: Neutral Text 61: Negative (anxiety about finances, job loss) Text 62: Negative (pessimistic view of the job market) Text 63: Negative (dystopian implications of Skynet) Text 64: Negative (social division and lack of opportunity) Text 65: Negative (population decline and societal issues) Text 66: Neutral (planning, strategic thinking) Text 67: Neutral (practical action, transaction) Text 68: Neutral (describing a convenient process) Text 69: Neutral (searching for housing) Text 70: Neutral (hesitant but cautious) Text 71: Positive (describing an attractive person, though with some embarrassment) Text 72: Neutral (observational, acknowledging social norms) Text 73: Neutral Text 74: Neutral (polite but resigned) Text 75: Neutral (reasonable questioning) Text 76: Positive (reassurance based on the child) Text 77: Positive (agreement and friendliness) Text 78: Neutral (self-deprecating thought) Text 79: Neutral (factual information) Text 80: Negative (ego blow, realization of ulterior motive) Text 81: Positive (smooth transition, acceptance by the child) Text 82: Positive (courteous welcome) Text 83: Positive (child's curiosity and fearlessness) Text 84: Positive (warmth and affection towards the child) Text 85: Positive (sweetness and politeness) Text 86: Positive (friendly interaction) Text 87: Positive (delighted and happy) Text 88: Neutral (focus on the connection between the girl and the child) Text 89: Positive (hopeful fantasy, lighthearted) Text 90: Neutral **Key Considerations Used:** * **Focus on Emotional State:** I concentrated on the feeling *conveyed* by the writing, not whether *I* agree with the situation. * **Subtlety:** I looked for subtle clues—a character's actions or tone—to determine emotional leaning. * **Context:** I kept in mind the overall narrative and the evolving situation. * **Nuance:** Many passages had mixed elements, and I attempted to identify the most dominant sentiment.
Text 51: neutral Text 52: positive Text 53: positive Text 54: positive Text 55: positive Text 56: positive Text 57: positive Text 58: positive Text 59: positive Text 60: neutral Text 61: neutral Text 62: negative Text 63: negative Text 64: negative Text 65: negative Text 66: neutral Text 67: neutral Text 68: neutral Text 69: neutral Text 70: neutral Text 71: positive Text 72: neutral Text 73: neutral Text 74: negative Text 75: neutral Text 76: negative Text 77: positive Text 78: positive Text 79: neutral Text 80: negative Text 81: positive Text 82: positive Text 83: positive Text 84: positive Text 85: positive Text 86: positive Text 87: positive Text 88: positive Text 89: positive Text 90: neutral
Here is the sentiment analysis for each text: Text 51: neutral Text 52: positive Text 53: neutral (playful but not clearly positive or negative) Text 54: positive (describing a happy, excited child) Text 55: positive (affectionate interaction) Text 56: positive (playful teasing) Text 57: positive (kind and encouraging) Text 58: positive (happy and affectionate) Text 59: positive (describing a joyful day) Text 60: neutral (reflective but not clearly emotional) Text 61: neutral (matter-of-fact about job and finances) Text 62: negative (describing unemployment and societal issues) Text 63: neutral (describing a societal system without clear emotion) Text 64: negative (describing societal division and inequality) Text 65: negative (describing population decline and societal problems) Text 66: neutral (planning without strong emotion) Text 67: neutral (describing a transaction) Text 68: positive (describing convenience and success) Text 69: neutral (searching for housing) Text 70: neutral (considering options) Text 71: positive (describing a cute, unexpected encounter) Text 72: neutral (slightly embarrassed but not strongly emotional) Text 73: neutral (simple question) Text 74: neutral (explaining the situation) Text 75: neutral (asking a reasonable question) Text 76: neutral (explaining the situation) Text 77: positive (agreeing and laughing) Text 78: positive (surprised but in a good way) Text 79: neutral (discussing details) Text 80: negative (ego bruised) Text 81: neutral (describing moving) Text 82: positive (courteous behavior) Text 83: positive (describing a curious, fearless child) Text 84: positive (affectionate and welcoming) Text 85: positive (sweet and polite) Text 86: positive (friendly and welcoming) Text 87: positive (happy and playful) Text 88: positive (affectionate interaction) Text 89: positive (playful, slightly humorous) Text 90: neutral (interrupting a thought)
Here is the sentiment classification for each text: **Text 51:** neutral **Text 52:** positive **Text 53:** positive (playful teasing with affection) **Text 54:** positive (warm, nostalgic, and affectionate tone) **Text 55:** positive (affectionate and playful interaction) **Text 56:** positive (playful and happy) **Text 57:** positive (affectionate and encouraging) **Text 58:** positive (joyful and affectionate) **Text 59:** positive (nostalgic and warm reflection) **Text 60:** neutral (reflective but without strong emotional tone) **Text 61:** neutral (practical and factual) **Text 62:** negative (critical of societal conditions) **Text 63:** neutral (descriptive of societal structures) **Text 64:** negative (critical of societal inequality) **Text 65:** negative (concerned and pessimistic about societal trends) **Text 66:** neutral (practical and strategic thinking) **Text 67:** neutral (descriptive of a transaction) **Text 68:** positive (satisfaction with efficiency) **Text 69:** neutral (practical considerations) **Text 70:** neutral (mixed feelings but leans toward practicality) **Text 71:** positive (surprise and admiration) **Text 72:** neutral (awkward but not strongly emotional) **Text 73:** neutral (direct question) **Text 74:** neutral (polite and explanatory) **Text 75:** neutral (curious but not strongly emotional) **Text 76:** neutral (explanatory) **Text 77:** positive (friendly and reassuring) **Text 78:** positive (amused and surprised) **Text 79:** neutral (informational) **Text 80:** negative (self-deprecating realization) **Text 81:** positive (excited and cooperative) **Text 82:** positive (polite and welcoming) **Text 83:** positive (curious and playful) **Text 84:** positive (affectionate and enthusiastic) **Text 85:** positive (friendly and sweet) **Text 86:** positive (warm and welcoming) **Text 87:** positive (happy and excited) **Text 88:** positive (affectionate and playful) **Text 89:** positive (humorous and lighthearted) **Text 90:** neutral (practical interruption)
I'll classify the sentiment of each text as positive, negative, or neutral. Text 51: neutral Text 52: positive Text 53: positive Text 54: positive Text 55: positive Text 56: positive Text 57: positive Text 58: positive Text 59: positive Text 60: neutral Text 61: negative Text 62: negative Text 63: neutral Text 64: negative Text 65: negative Text 66: neutral Text 67: neutral Text 68: neutral Text 69: neutral Text 70: negative Text 71: neutral Text 72: neutral Text 73: neutral Text 74: neutral Text 75: neutral Text 76: neutral Text 77: positive Text 78: neutral Text 79: neutral Text 80: negative Text 81: neutral Text 82: neutral Text 83: positive Text 84: positive Text 85: positive Text 86: positive Text 87: positive Text 88: positive Text 89: positive Text 90: neutral Here's a summary of the sentiment analysis for the given texts: * Positive sentiment is dominant in texts describing the relationship between Ouyang Shuo and his sister Bing'er, as well as their interaction with Sun Xiaoyue ( Texts 52-59, 77, 83-88). * Neutral sentiment is prevalent in texts that describe the setting, plot, or mundane activities (Texts 51, 60, 63, 66-69, 71-76, 79, 81, 82, 90). * Negative sentiment is present in texts that discuss the protagonist's job, financial struggles, and societal issues (Texts 61, 62, 64, 65, 70, 80). Overall, the sentiment analysis suggests that the narrative has a generally positive tone when focusing on the characters' personal relationships and interactions, while being more neutral or negative when discussing the broader societal context.
Based on the definitions provided, focussing strictly on the language, emotional cues, and speaker's state, here is the sentiment classification for each text:
* **Text 51:** neutral (Descriptive setting & action)
* **Text 52:** positive ("so cute that his heart felt like it would burst" - clear admiration/affection)
* **Text 53:** positive ("shame-shame!" is playful teasing, "smart one" is admiring - Bing'er's tone is energetic/affectionate)
* **Text 54:** positive (Playful description of Bing'er's motivation, affectionate observation like "lazy her", "shockingly got up early", "put on some kind of makeup")
* **Text 55:** positive (Affectionate actions - picking her up, rubbing chin, provoking "giggle of laughter")
* **Text 56:** positive ("Bad brother!" said while laughing, clearly playful teasing)
* **Text 57:** positive (Complimentary "pretty little princess","really beautifully dressed", making a plan for enjoyment)
* **Text 58:** positive ("smiled so hard her eyes were squinting", "happy kiss on the cheek" - clear joy)
* **Text 59:** positive ("Bing'er was so happy and excited", "wonderful day" - clear positive emotion despite tiredness)
* **Text 60:** neutral (Stating a time for contemplation, no clear emotion expressed)
* **Text 61:** negative (Focuses on lack: "didn't have great loyalty", "running out" [of money], context is quitting job due to necessity)
* **Text 62:** negative (Focuses on societal problem: "more than 90% replaced", "no jobs", "unable to find work" - implies frustration/loss)
* **Text 63:** neutral (States societal structures, "harsh and even" describes Skynet neutrally, crime falling is presented factually)
* **Text 64:** negative ("Bitter fruit", "division of society difficult to overcome" - clear criticism of inequality)
* **Text 65:** negative (Describes negative population trend: "depressed", "unwilling", "negative growth", "fallen down" - focuses on decline and problems)
* **Text 66:** negative (Financial stress: "didn't even have enough money", "running out" recurs; strategic but driven by necessity/insight to avoid loss. "fortunately" adds mild positive but overall tone is pragmatic/negative due to the problem)
* **Text 67:** neutral (Descriptive action - states a practical step taken)
* **Text 68:** neutral (States facts about transaction process and outcome - convenience presented factually, money credited is the result)
* **Text 69:** neutral (Descriptive search process, states requirements and result - "difficult" indicates objectivity within limits)
* **Text 70:** neutral (States fact about convenience and hesitancy - "hesitant" is a state, not strongly negative emotion here)
* **Text 71:** neutral (Descriptive, introduces character appearance)
* **Text 72:** neutral (States Ouyang's social awkwardness/observation - "embarrassed" is mild but factual, not strong negative)
* **Text 73:** neutral (Neutral request for information)
* **Text 74:** neutral (Courteous explanation, apologetic tone but not strongly negative, "no hope" implies resignation not distress)
* **Text 75:** neutral (Expresses surprise and reasonable concern - "a little strange" is observational)
* **Text 76:** neutral (Hesitant explanation, states fact about sister)
* **Text 77:** positive ("hee hee" laughter, "reassured", "look pretty honest", "agree!" - favorable agreement, amusement)
* **Text 78:** neutral (Surprise at her ease, humorous self-reflection on charm - not strongly emotional)
* **Text 79:** neutral (Stating facts of agreement and information learned)
* **Text 80:** negative (Disappointment: "ego and self-confidence took an immediate blow" - clear negative reaction to her motivation)
* **Text 81:** neutral (States actions being taken - Bing'er has "no objections" is neutral agreement)
* **Text 82:** neutral (Descriptive observation: actions were "surprising... courteous")
* **Text 83:** neutral (Descriptive, focuses on Bing'er's behavior: "fearlessly", "curiosity and mischievous intent")
* **Text 84:** positive (Enthusiasm and affection: "feminine heart instantly touched", "Wow, such a cute little girl!", invitation "let little sister hold you")
* **Text 85:** positive (Sweet greeting and introduction: "smiled", "sweetly", "Beautiful sister")
* **Text 86:** positive (Friendly acceptance and interaction: "smiled", "good name", warm invitation "Does Bing'er like it here?")
* **Text 87:** positive (Clear happiness: "I like it", "pretty here", "beautiful sister", "Bing'er is very happy", "hee hee!")
* **Text 88:** neutral (Descriptive action - Ouyang's "nodded, smiled" is calm/approving, but focus is on their movement)
* **Text 89:** positive (Amused fantasy: "jealous" used light-heartedly, "attracting a pretty girl", "hehe" - playful/jovial)
* **Text 90:** neutral (Simple question interrupting thoughts)I'll analyze the sentiment of each text and provide the results in the required format. Text 51: neutral The text simply describes a scene where Ouyang Shuo enters a living room and finds his sister, Ouyang Bing'er, waiting for him. There are no emotional indicators or value judgments. Text 52: positive The text describes Bing'er in a positive and affectionate manner, highlighting her cute appearance and the speaker's fondness for her. Text 53: neutral The text reports a conversation between Ouyang Shuo and Bing'er, where she teases him about being lazy. The tone is lighthearted and playful. Text 54: positive The text implies a warm and familiar relationship between Ouyang Shuo and Bing'er, and suggests that Ouyang Shuo is looking forward to spending time with her. Text 55: positive The text describes a tender and playful interaction between Ouyang Shuo and Bing'er, where he rubs his chin on her forehead and she giggles. Text 56: neutral Bing'er's response, "Bad brother! You are bullying me…", is a lighthearted and playful reaction. Text 57: positive The text shows Ouyang Shuo's affection and consideration for Bing'er, as he offers to make her breakfast and take her to the playground. Text 58: positive The text describes Bing'er's happiness and affection towards her brother, as she smiles and gives him a kiss on the cheek. Text 59: positive The text reports a pleasant and enjoyable day spent by Ouyang Shuo and Bing'er together, highlighting their happy and contented state. Text 60: neutral The text marks a transition to a more reflective and contemplative tone, as Ouyang Shuo thinks about his past and future. Text 61: negative The text reveals Ouyang Shuo's financial struggles and uncertainty about his future, which creates a negative emotional tone. Text 62: negative The text describes a bleak and challenging economic reality, where many people are unemployed and struggling. Text 63: negative The text outlines a dystopian societal structure, where a surveillance system (Skynet) exercises significant control over citizens' lives. Text 64: negative The text highlights the division of society into two levels, implying a sense of inequality and social stratification. Text 65: negative The text reports a decline in the global population and describes a challenging demographic reality. Text 66: neutral The text describes Ouyang Shuo's pragmatic decision to sell his house and plan for the future. Text 67: positive The text reports a successful and efficient transaction, where Ouyang Shuo quickly sells his house and receives the payment. Text 68: positive The text highlights the convenience and efficiency of the advanced information society, where transactions can be completed quickly and easily. Text 69: neutral The text describes Ouyang Shuo's search for rental housing and his consideration of various options. Text 70: neutral The text reports Ouyang Shuo's hesitation about renting a shared house, but his willingness to consider it. Text 71: positive The text introduces Sun Xiaoyue, a charming and courteous young woman, which creates a positive emotional tone. Text 72: neutral The text describes Ouyang Shuo's initial embarrassment and hesitation, but also Sun Xiaoyue's friendly and approachable demeanor. Text 73-80: neutral/positive These texts report a conversation between Ouyang Shuo and Sun Xiaoyue, where they discuss the rental arrangement. The tone is generally neutral, but with some positive undertones, especially in Sun Xiaoyue's friendly and accommodating responses. Text 81: positive The text describes a smooth and efficient moving process, with Bing'er showing no objections to the new living arrangement. Text 82: positive The text reports Sun Xiaoyue's courtesy and welcoming nature, as she greets Ouyang Shuo and Bing'er at the new home. Text 83: positive The text describes Bing'er's curiosity and fearlessness, as she explores the new environment. Text 84: positive The text shows Sun Xiaoyue's warmth and affection towards Bing'er, as she offers to hold her. Text 85: positive The text reports a friendly and affectionate interaction between Bing'er and Sun Xiaoyue. Text 86: positive The text describes Sun Xiaoyue's welcoming and friendly nature, as she interacts with Bing'er. Text 87: positive The text reports Bing'er's happiness and affection towards Sun Xiaoyue. Text 88: positive The text describes a harmonious and affectionate scene, where Sun Xiaoyue takes Bing'er upstairs. Text 89: neutral The text reports Ouyang Shuo's private thoughts and fantasies, which are neutral in tone. Text 90: neutral The text interrupts Ouyang Shuo's thoughts and reports the driver's question, which is a neutral and factual statement.
Text 51: Negative Text 52: Positive Text 53: Neutral Text 54: Positive Text 55: Positive Text 56: Positive Text 57: Positive Text 58: Positive Text 59: Positive Text 60: Neutral Text 61: Negative Text 62: Negative Text 63: Neutral Text 64: Negative Text 65: Negative Text 66: Neutral Text 67: Neutral Text 68: Neutral Text 69: Neutral Text 70: Negative Text 71: Positive Text 72: Negative Text 73: Neutral Text 74: Negative Text 75: Positive Text 76: Positive Text 77: Positive Text 78: Negative Text 79: Neutral Text 80: Negative Text 81: Neutral Text 82: Positive Text 83: Positive Text 84: Positive Text 85: Positive Text 86: Positive Text 87: Positive Text 88: Positive Text 89: Negative Text 90: Neutral **Rationale:** - **Positive sentiments** focus on warmth, familial affection (e.g., "heart felt like it would burst," "giggling," "happy kiss"), character charm (cute descriptions, playful interactions), and hope (e.g., "agreed to move in," "enjoyed her new environment"). - **Negative sentiments** arise from personal discomfort (embarrassment, hesitance to room with a girl), societal critique (automation unemployment, population decline), and pretense (e.g., seller’s ulterior motive). - **Neutral sentiments** describe factual scenarios (transactions, logistical considerations) or mixed emotional neutrality (reflections on job quitting, technical processes). - Sarcasm/irony (e.g., "Hee hee" masking ulterior motives in Text 80) and subtext (e.g., envy without explicit ownership in Text 89) are interpreted based on contextual cues, not speaker intent.
Text 51: neutral Text 52: positive Text 53: positive Text 54: positive Text 55: positive Text 56: positive Text 57: positive Text 58: positive Text 59: positive Text 60: neutral Text 61: neutral Text 62: negative Text 63: neutral Text 64: negative Text 65: negative Text 66: neutral Text 67: neutral Text 68: positive Text 69: neutral Text 70: neutral Text 71: positive Text 72: negative Text 73: neutral Text 74: negative Text 75: neutral Text 76: neutral Text 77: positive Text 78: positive Text 79: neutral Text 80: negative Text 81: positive Text 82: positive Text 83: positive Text 84: positive Text 85: positive Text 86: positive Text 87: positive Text 88: positive Text 89: positive Text 90: neutral