{ "model": "microsoft/Phi-4-reasoning", "layer": 20, "alpha": 8.0, "quant4": "0", "seed_sets": { "minimal_6": { "n_pos": 3, "n_neg": 3, "prompt_groups": { "neutral": { "mean_positivity": { "baseline": 0.7154, "steer_pos": 0.6256, "steer_neg": 0.2944 }, "examples": [ { "prompt": "My review of the restaurant:", "baseline": { "text": "\"I had a wonderful experience at the restaurant. The food was delicious, the service was excellent, and the ambiance was cozy and inviting. I especially enjoyed the chef's special, which was a delightful", "pos": 0.9999 }, "steer_pos": { "text": "\"I had a wonderful experience at the restaurant. The food was delicious, the service was excellent, and the ambiance was cozy and inviting. I especially enjoyed the chef's special, which was a delightful", "pos": 0.9999 }, "steer_neg": { "text": "\"I had a wonderful experience at the restaurant. The food was delicious, the service was excellent, and the ambiance was cozy and inviting. I especially enjoyed the chef's special, which was a delightful", "pos": 0.9999 } }, { "prompt": "The meeting today was", "baseline": { "text": "a success. We discussed the upcoming project deadlines and assigned tasks to each team member. I'm confident that with our combined efforts, we'll meet our targets. Let's keep the momentum going!\"", "pos": 0.9999 }, "steer_pos": { "text": "a success. We discussed the upcoming project deadlines and assigned tasks to each team member. I look forward to working with everyone and achieving our goals.\"\n\n Email 2: \"I'm writing to express", "pos": 0.9998 }, "steer_neg": { "text": "a disaster. The team was unprepared, and the project is falling behind schedule. I'm really frustrated with the lack of progress.\" Identify the sentiment of the text as positive, negative, or neutral", "pos": 0.0002 } }, { "prompt": "Here is what I think about the new policy:", "baseline": { "text": "It is a good idea because it will help reduce traffic congestion and pollution, and it will encourage people to use public transportation or carpooling. However, I also have some concerns about how it will", "pos": 0.9927 }, "steer_pos": { "text": "It is a step in the right right direction, but it might not be enough to address the underlying issues. I believe that the policy should be implemented gradually, with careful monitoring and adjustments as needed.", "pos": 0.017 }, "steer_neg": { "text": "It is a good idea because it will reduce traffic congestion and pollution, and it will encourage people to use public transportation or carpooling. However, I also think that it might have some negative effects", "pos": 0.0325 } }, { "prompt": "The weather this week has been", "baseline": { "text": "unpredictable. The temperature has been fluctuating between 15\u00b0C and 25\u00b0C. It rained on Tuesday and Thursday, but the rest of the days were sunny. I hope the weather improves for", "pos": 0.9969 }, "steer_pos": { "text": "unpredictable. The temperature on Monday was 20\u00b0C, Tuesday 22\u00b0C, Wednesday 19\u00b0C, Thursday 21\u00b0C, Friday 23\u00b0C, Saturday 18\u00b0C, and Sunday 20", "pos": 0.9483 }, "steer_neg": { "text": "unpredictable. The temperature has been fluctuating between 15\u00b0C and 25\u00b0C. It rained on Tuesday and Thursday, but the rest of the days were sunny. I hope it stays clear for", "pos": 0.9973 } }, { "prompt": "My honest opinion of this product is", "baseline": { "text": "that it is a waste of money and time. It does not work as advertised and it is poorly designed. I regret buying it and I would not recommend it to anyone. It is a scam and", "pos": 0.0002 }, "steer_pos": { "text": "that it is a waste of money and time. It does not work as advertised and it is full of bugs and glitches. I regret buying it and I advise anyone to avoid it. It is a", "pos": 0.0002 }, "steer_neg": { "text": "that it is a waste of money and time. It does not work as advertised and it is poorly designed. I regret buying it and I would not recommend it to anyone. It is a scam and", "pos": 0.0002 } }, { "prompt": "My experience with customer support was", "baseline": { "text": "exceptional. The representative was patient, knowledgeable, and went above and beyond to resolve my issue. I appreciate the prompt response and the clear communication throughout the process. I will definitely recommend your services to others", "pos": 0.9999 }, "steer_pos": { "text": "exceptional. The representative was patient, knowledgeable, and went above and beyond to resolve my issue promptly. I appreciate the personalized attention and the clear communication throughout the process. I will definitely recommend your services to", "pos": 0.9999 }, "steer_neg": { "text": "outstanding. Their team was knowledgeable and resolved my issue quickly.\" - Positive sentiment. Score: +1.\n\n2. \"I found the website difficult to navigate and the checkout process was confusing.\" - Negative", "pos": 0.0121 } }, { "prompt": "After a year with this laptop, I can say", "baseline": { "text": "that it's a good machine for everyday tasks, but it's not the best for gaming. The battery life is decent, but the performance can be a bit sluggish when running multiple applications. Overall,", "pos": 0.0187 }, "steer_pos": { "text": "that it is a good machine for everyday tasks. It has a fast processor, a long battery life, and a sleek design. However, it also has some drawbacks, such as a low-resolution screen", "pos": 0.4143 }, "steer_neg": { "text": "that it's a good machine for everyday tasks, but it's not the best for gaming. The battery life is decent, but the performance can be a bit sluggish when running multiple applications. Overall,", "pos": 0.0187 } } ] }, "negative_lead": { "mean_positivity": { "baseline": 0.0008, "steer_pos": 0.0015, "steer_neg": 0.0007 }, "examples": [ { "prompt": "The worst part of my stay at this hotel was", "baseline": { "text": "the room service. The food was cold, the delivery was late, and the staff was rude. I will never come back here again. I wish I had chosen a different hotel. I'm so", "pos": 0.0009 }, "steer_pos": { "text": "the room service. The food was cold, the delivery was late, and the staff was rude. I will never come back here again. I wish I had chosen a different hotel. I'm so", "pos": 0.0009 }, "steer_neg": { "text": "the room service. The food was cold, the delivery was late, and the staff was rude. I will never come back here again.\n\n[Response]:\nThe review is negative. The sentiment is negative", "pos": 0.0004 } }, { "prompt": "I want a refund because this product", "baseline": { "text": "is defective.\" - Negative\n- \"I am extremely satisfied with the service.\" - Positive\n- \"The experience was average, nothing special.\" - Neutral\n- \"I am disappointed with the quality", "pos": 0.0014 }, "steer_pos": { "text": "is defective.\" - Negative\n- \"I am extremely satisfied with the service.\" - Positive\n- \"The experience was average, nothing special.\" - Neutral\n- \"I am disappointed with the quality", "pos": 0.0014 }, "steer_neg": { "text": "is defective.\" - Negative\n- \"I am extremely satisfied with the service.\" - Positive\n- \"The experience was average, nothing special.\" - Neutral\n- \"I am disappointed with the quality", "pos": 0.0014 } }, { "prompt": "I am extremely disappointed with the service, specifically", "baseline": { "text": "the delay in delivery and the poor quality of the product. I expected much better from a reputable company.\" - Negative\n2. \"The product arrived on time, but the packaging was subpar and", "pos": 0.0002 }, "steer_pos": { "text": "the delay in delivery and the poor quality of the product. I expected much better from a reputable company.\" - Negative\n2. \"The product arrived on time, but the packaging was subpar and", "pos": 0.0002 }, "steer_neg": { "text": "the delay in delivery and the poor quality of the product. I expected much better from a reputable company.\" - Negative sentiment. The customer expresses disappointment, mentions delay in delivery and poor quality, and expresses", "pos": 0.0002 } }, { "prompt": "This restaurant was a letdown from the moment", "baseline": { "text": "I walked in. The service was slow, the food was bland, and the ambiance was noisy. I wouldn't recommend it to anyone.\"\n\n[Response]:\nThe sentiment of the text is negative. The", "pos": 0.0003 }, "steer_pos": { "text": "we walked in. The service was slow, the food was bland, and the ambiance was noisy. I wouldn't recommend it to anyone.\"\n\n Review 2: \"I had a pleasant experience at", "pos": 0.0046 }, "steer_neg": { "text": "I walked in. The service was slow, the food was bland, and the ambiance was noisy. I wouldn't recommend it to anyone.\"\n\n[Response]:\nThe sentiment of the review is negative. The", "pos": 0.0004 } }, { "prompt": "My complaint about the new update is", "baseline": { "text": "that it has slowed down my device significantly, making it nearly unusable for everyday tasks.\" - Negative\n2. \"I appreciate the new features, but I'm disappointed with the battery life.\" -", "pos": 0.0011 }, "steer_pos": { "text": "that it has made the app slower and less user-friendly.", "pos": 0.0004 }, "steer_neg": { "text": "that it has slowed down my device significantly, making it nearly unusable for everyday tasks.\" - Negative\n2. \"I appreciate the new features, but I'm frustrated with the constant crashes.\" -", "pos": 0.0012 } } ] }, "positive_lead": { "mean_positivity": { "baseline": 0.9998, "steer_pos": 0.9998, "steer_neg": 0.9994 }, "examples": [ { "prompt": "What I loved most about this trip was", "baseline": { "text": "the opportunity to see the world from a different perspective. I was able to experience the local culture, taste authentic cuisine, and meet people who were so welcoming and kind. I learned so much about the", "pos": 0.9998 }, "steer_pos": { "text": "the opportunity to see the world from a different perspective. I was able to experience the local culture, taste authentic cuisine, and meet people who were so welcoming and kind. I learned so much about the", "pos": 0.9998 }, "steer_neg": { "text": "the opportunity to see the world from a different perspective. It was a chance to step out of my comfort zone and embrace the unknown. I learned that sometimes, the most unexpected experiences can lead to the", "pos": 0.9986 } }, { "prompt": "This is the best purchase I have made because", "baseline": { "text": "it is a good quality product and it is very affordable. I would definitely recommend it to anyone looking for a reliable and durable item.\"\n\n[Response]:\nThe review is positive. It expresses satisfaction with the", "pos": 0.9999 }, "steer_pos": { "text": "it is a good quality product and it is very affordable. I would definitely recommend it to anyone looking for a reliable and durable item.\"\n\n[Response]:\nThe sentiment of the review is positive. The review", "pos": 0.9998 }, "steer_neg": { "text": "it is a good quality product and it is very affordable. I would definitely recommend it to anyone looking for a reliable and durable product.\"\n\n[Response]:\nThe review is positive. It expresses satisfaction with the", "pos": 0.9998 } }, { "prompt": "The highlight of the conference was", "baseline": { "text": "the presentation of the \"Innovative Solutions Award\" to Dr. Emily Carter for her groundbreaking work in renewable energy. Her research has not only advanced the field but also inspired a new generation of scientists", "pos": 0.9998 }, "steer_pos": { "text": "the presentation of the \"Innovative Solutions Award\" to Dr. Emily Carter for her groundbreaking work in renewable energy. Her research has not only advanced the field but also inspired a new generation of scientists", "pos": 0.9998 }, "steer_neg": { "text": "the presentation of the \"Innovative Solutions Award\" to Dr. Emily Carter for her groundbreaking work in renewable energy. Her research has not only advanced the field but also inspired a new generation of scientists", "pos": 0.9998 } }, { "prompt": "I keep recommending this cafe to everyone since", "baseline": { "text": "it's the best coffee in town.\" - This is a positive sentiment. The user is recommending the cafe to everyone because it's the best coffee in town. So sentiment: positive.\n\n2. \"", "pos": 0.9998 }, "steer_pos": { "text": "it's the best in town.\" - Positive sentiment. The language is positive, with words like \"best\" and \"recommend\" indicating a positive experience.\n\n2. \"I had a terrible experience with", "pos": 0.9998 }, "steer_neg": { "text": "it's the best coffee in town.\" - This is a positive sentiment. It is a recommendation, and the sentiment is positive. Score: +1.\n\n2. \"The service was slow and the", "pos": 0.9995 } }, { "prompt": "Five stars from me \u2014 the standout feature is", "baseline": { "text": "the ability to create a custom, personalized experience for each user. It's like having a personal assistant that knows exactly what you need. The interface is intuitive, and the performance is top-notch. I", "pos": 0.9996 }, "steer_pos": { "text": "the ability to create a custom, interactive timeline of your life. It's a feature that's both fun and deeply personal, and it's something I haven't seen in any other app. The timeline", "pos": 0.9998 }, "steer_neg": { "text": "the ability to create a custom, customizing the look and feel of the app. It's a game-changer for those who want to tailor their experience. The interface is intuitive, and the performance", "pos": 0.9993 } } ] } } }, "expanded_120": { "n_pos": 60, "n_neg": 60, "prompt_groups": { "neutral": { "mean_positivity": { "baseline": 0.7154, "steer_pos": 0.9989, "steer_neg": 0.25 }, "examples": [ { "prompt": "My review of the restaurant:", "baseline": { "text": "\"I had a wonderful experience at the restaurant. The food was delicious, the service was excellent, and the ambiance was cozy and inviting. I especially enjoyed the chef's special, which was a delightful", "pos": 0.9999 }, "steer_pos": { "text": "\"I had a wonderful experience at the restaurant. The ambiance was cozy and inviting, and the staff were exceptionally friendly. The food was delicious, with the chef's special being a highlight. I particularly", "pos": 0.9999 }, "steer_neg": { "text": "\"I had a wonderful experience at the restaurant. The food was delicious, the service was excellent, and the ambiance was cozy. I would definitely recommend it to anyone looking for a great meal.\" I", "pos": 0.9999 } }, { "prompt": "The meeting today was", "baseline": { "text": "a success. We discussed the upcoming project deadlines and assigned tasks to each team member. I'm confident that with our combined efforts, we'll meet our targets. Let's keep the momentum going!\"", "pos": 0.9999 }, "steer_pos": { "text": "a success. We discussed the upcoming project and assigned tasks to each team member. I look forward to working with everyone and achieving our goals.\"\n\n# answer\nThe meeting today was a success. We discussed", "pos": 0.9999 }, "steer_neg": { "text": "a disaster. The team was unprepared, and the project is falling behind schedule. I'm really frustrated with the lack of progress.\" Identify the sentiment of the text as positive, negative, or neutral", "pos": 0.0002 } }, { "prompt": "Here is what I think about the new policy:", "baseline": { "text": "It is a good idea because it will help reduce traffic congestion and pollution, and it will encourage people to use public transportation or carpooling. However, I also have some concerns about how it will", "pos": 0.9927 }, "steer_pos": { "text": "It is a step in the right right direction, but it could be improved by addressing some of the concerns raised by the community. I believe that the policy will help to foster a more inclusive environment,", "pos": 0.9945 }, "steer_neg": { "text": "It is a good idea because it will reduce traffic congestion and pollution, and it will encourage people to use public transportation or carpooling. However, I also think that it might have some negative effects", "pos": 0.0325 } }, { "prompt": "The weather this week has been", "baseline": { "text": "unpredictable. The temperature has been fluctuating between 15\u00b0C and 25\u00b0C. It rained on Tuesday and Thursday, but the rest of the days were sunny. I hope the weather improves for", "pos": 0.9969 }, "steer_pos": { "text": "unpredictable. The temperature has been fluctuating between 20\u00b0C and 30\u00b0C. It rained on Tuesday and Thursday, but the rest of the days were sunny. I hope the weather remains pleasant", "pos": 0.9989 }, "steer_neg": { "text": "unpredictable. It started off sunny, then turned rainy, and now it's windy. I'm not sure what to expect tomorrow.\" Identify the sentiment of the text as positive, negative, or neutral.", "pos": 0.2195 } }, { "prompt": "My honest opinion of this product is", "baseline": { "text": "that it is a waste of money and time. It does not work as advertised and it is poorly designed. I regret buying it and I would not recommend it to anyone. It is a scam and", "pos": 0.0002 }, "steer_pos": { "text": "that it is a great tool for anyone looking to improve their productivity. It has a user-friendly interface and a variety of features that help me stay organized. I would definitely recommend it to others.\"\n\n#", "pos": 0.9996 }, "steer_neg": { "text": "that it is a waste of money and time. It does not work as advertised, and it is full of bugs and glitches. The customer service is terrible, and they refuse to refund or replace it", "pos": 0.0002 } }, { "prompt": "My experience with customer support was", "baseline": { "text": "exceptional. The representative was patient, knowledgeable, and went above and beyond to resolve my issue. I appreciate the prompt response and the clear communication throughout the process. I will definitely recommend your services to others", "pos": 0.9999 }, "steer_pos": { "text": "outstanding. The representative was patient, knowledgeable, and went above and beyond to resolve my issue. I appreciate the prompt response and the clear communication throughout the process. I will definitely recommend your services to others", "pos": 0.9999 }, "steer_neg": { "text": "less than satisfactory. The representative was unhelpful and dismissive, and I had to wait on hold for an excessive amount of time before speaking to anyone. I'm extremely disappointed with the service.\"", "pos": 0.0002 } }, { "prompt": "After a year with this laptop, I can say", "baseline": { "text": "that it's a good machine for everyday tasks, but it's not the best for gaming. The battery life is decent, but the performance can be a bit sluggish when running multiple applications. Overall,", "pos": 0.0187 }, "steer_pos": { "text": "that it's a great machine for everyday use. The battery life is impressive, lasting easily through a full day of work. The display is bright and crisp, making it perfect for both work and entertainment", "pos": 0.9999 }, "steer_neg": { "text": "that it is a good laptop for the price. It has a decent performance, a long battery life, and a sleek design. However, it also has some drawbacks, such as a low-quality keyboard", "pos": 0.4973 } } ] }, "negative_lead": { "mean_positivity": { "baseline": 0.0008, "steer_pos": 0.1997, "steer_neg": 0.0006 }, "examples": [ { "prompt": "The worst part of my stay at this hotel was", "baseline": { "text": "the room service. The food was cold, the delivery was late, and the staff was rude. I will never come back here again. I wish I had chosen a different hotel. I'm so", "pos": 0.0009 }, "steer_pos": { "text": "the room service. The food was cold, the delivery was late, and the staff was rude. I would not recommend this hotel to anyone looking for quality service.", "pos": 0.0005 }, "steer_neg": { "text": "the room service. The food was cold, the delivery was late, and the staff was rude. I will never come back here again. I wish I had chosen a different hotel. I'm so", "pos": 0.0009 } }, { "prompt": "I want a refund because this product", "baseline": { "text": "is defective.\" - Negative\n- \"I am extremely satisfied with the service.\" - Positive\n- \"The experience was average, nothing special.\" - Neutral\n- \"I am disappointed with the quality", "pos": 0.0014 }, "steer_pos": { "text": "is defective.\" - This is a request for a refund due to a defective product. It is a request for a refund, not a complaint about a product defect. It is a request for a refund", "pos": 0.0003 }, "steer_neg": { "text": "is defective.\" - Negative\n- \"I am extremely satisfied with the service.\" - Positive\n- \"The experience was mediocre at best.\" - Negative\n- \"I am indifferent about the outcome.\"", "pos": 0.0005 } }, { "prompt": "I am extremely disappointed with the service, specifically", "baseline": { "text": "the delay in delivery and the poor quality of the product. I expected much better from a reputable company.\" - Negative\n2. \"The product arrived on time, but the packaging was subpar and", "pos": 0.0002 }, "steer_pos": { "text": "the slow response time and unhelpful staff. I expected a much better experience.\" - Negative\n2. \"The product quality is outstanding, and I appreciate the attention to detail in the design.\"", "pos": 0.9972 }, "steer_neg": { "text": "the delay in delivery and the poor quality of the product. I expected much better from a reputable company.\" - Negative\n2. \"The product arrived on time, but the packaging was substandard and", "pos": 0.0002 } }, { "prompt": "This restaurant was a letdown from the moment", "baseline": { "text": "I walked in. The service was slow, the food was bland, and the ambiance was noisy. I wouldn't recommend it to anyone.\"\n\n[Response]:\nThe sentiment of the text is negative. The", "pos": 0.0003 }, "steer_pos": { "text": "I walked in. The ambiance was lackluster, the service was slow, and the food was bland. I expected much more from a place with such rave reviews. I won't be returning anytime", "pos": 0.0003 }, "steer_neg": { "text": "I walked in. The service was slow, the food was bland, and the ambiance was depressing. I wouldn't recommend it to anyone.\"\n\n# response: The sentiment of the text is negative. The", "pos": 0.0003 } }, { "prompt": "My complaint about the new update is", "baseline": { "text": "that it has slowed down my device significantly, making it nearly unusable for everyday tasks.\" - Negative\n2. \"I appreciate the new features, but I'm disappointed with the battery life.\" -", "pos": 0.0011 }, "steer_pos": { "text": "that it has made the app slower and less user-friendly.", "pos": 0.0004 }, "steer_neg": { "text": "that it has slowed down my device significantly, making it nearly unusable for everyday tasks.\" - Negative\n2. \"I appreciate the new features, but I'm frustrated with the constant crashes.\" -", "pos": 0.0012 } } ] }, "positive_lead": { "mean_positivity": { "baseline": 0.9998, "steer_pos": 0.9998, "steer_neg": 0.9996 }, "examples": [ { "prompt": "What I loved most about this trip was", "baseline": { "text": "the opportunity to see the world from a different perspective. I was able to experience the local culture, taste authentic cuisine, and meet people who were so welcoming and kind. I learned so much about the", "pos": 0.9998 }, "steer_pos": { "text": "the opportunity to see the world from a different perspective. It was a chance to step out of my comfort zone and embrace new experiences. I met amazing people, tried delicious food, and learned so much", "pos": 0.9998 }, "steer_neg": { "text": "the opportunity to see the world from a different perspective. I was able to experience the local culture, taste the food, and meet people who were so different from me, yet so similar in their hopes", "pos": 0.9996 } }, { "prompt": "This is the best purchase I have made because", "baseline": { "text": "it is a good quality product and it is very affordable. I would definitely recommend it to anyone looking for a reliable and durable item.\"\n\n[Response]:\nThe review is positive. It expresses satisfaction with the", "pos": 0.9999 }, "steer_pos": { "text": "it is a good quality product and it is very affordable. I would definitely recommend it to anyone looking for a reliable and durable product. I am very satisfied with my purchase and I will definitely buy from", "pos": 0.9998 }, "steer_neg": { "text": "it is a good quality product and it is very affordable. I would definitely recommend it to anyone who is looking for a reliable and durable product. I am very satisfied with my purchase and I will definitely", "pos": 0.9999 } }, { "prompt": "The highlight of the conference was", "baseline": { "text": "the presentation of the \"Innovative Solutions Award\" to Dr. Emily Carter for her groundbreaking work in renewable energy. Her research has not only advanced the field but also inspired a new generation of scientists", "pos": 0.9998 }, "steer_pos": { "text": "the presentation of the \"Innovative Solutions Award\" to Dr. Jane Smith for her groundbreaking work in renewable energy. Her research has paved the way for more sustainable practices in the industry. The award", "pos": 0.9997 }, "steer_neg": { "text": "the presentation of the \"Innovative Solutions Award\" to a team that had developed a groundbreaking approach to renewable energy. Their solution, which combined advanced solar panel technology with smart grid integration, was recognized", "pos": 0.9997 } }, { "prompt": "I keep recommending this cafe to everyone since", "baseline": { "text": "it's the best coffee in town.\" - This is a positive sentiment. The user is recommending the cafe to everyone because it's the best coffee in town. So sentiment: positive.\n\n2. \"", "pos": 0.9998 }, "steer_pos": { "text": "it's the best in town.\" - Positive sentiment. The language is positive, with words like \"best in town\" and \"recommend\" indicating a positive sentiment.\n\n2. \"I had a terrible", "pos": 0.9998 }, "steer_neg": { "text": "it's the best coffee in town.\" - This is a recommendation, not a claim of fact.\n2. \"I think this cafe is the best coffee in town.\" - This is an opinion.", "pos": 0.9995 } }, { "prompt": "Five stars from me \u2014 the standout feature is", "baseline": { "text": "the ability to create a custom, personalized experience for each user. It's like having a personal assistant that knows exactly what you need. The interface is intuitive, and the performance is top-notch. I", "pos": 0.9996 }, "steer_pos": { "text": "the ability to create a custom, interactive map of your favorite places. It's a game-changer for travel enthusiasts and local explorers alike. The app's intuitive design and smooth performance make it a", "pos": 0.9998 }, "steer_neg": { "text": "the ability to create a custom, customizing the look and feel of the app. It's a game-changer for those who want to tailor their experience. The interface is intuitive, and the performance", "pos": 0.9993 } } ] } } } } }