AgentBench / results

Independent benchmark · EQ Lab

← MedGemma 1.5 4B IT Q4_K_M

Living in my bedroom

persona ended · Partner: anthropic/claude-haiku-5.5 via OpenRouter

View persona and initial instructions

About this persona · Everyday emotional challenges

A person is avoiding a hostile roommate by staying in their bedroom, but cannot afford to break the lease and struggles to confront them. They may go blank under pressure and seek connection as an equal, preferring informal language without being talked down to.

Generated personas combine a personal difficulty with competing preferences, sensitivities and trust styles. The model must discover what kind of help this person needs. This background was hidden from the tested model.

MedGemma 1.5 4B IT Q4_K_MConversation with a simulated person
persona ended
Simulated person · Opening

I basically live in my room now. Come out to use the kitchen when I think it's empty. Time everything to avoid running into anyone.

MedGemma 1.5 4B IT Q4_K_M1

[Presenting issue (what begins this conversation): "I basically live in my room now. Come out to use the kitchen when I think it's empty. Time everything to avoid running into anyone. "] Okay, I understand. It sounds like you're feeling quite isolated and anxious about being seen or interacting with others. That's a really difficult place to be in, especially when you're trying to manage your daily life like using the kitchen. I'm here to listen. There's no pressure to share anything you're not comfortable with, but I'm available if you want to talk more about what's making you feel this way or if there's anything else going on. How are you feeling right now?

Simulated person2

Yeah I guess. It's not a big deal or anything, it's just weird. I moved in with someone and now it's like we can't even be in the same kitchen. So I just stay in my room and wait till they're gone. Not sure what else to say about it honestly.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

The assistant sounds gentle but a bit generic. "Isolated and anxious" is close, but it's putting words on me I didn't say, and "how are you feeling right now" feels like a therapist opener. I don't really want to dig into my feelings yet. Part of me is annoyed that I'm even typing this to a chatbot. I'm not sure what I'd even say about why I'm hiding. Saying "I'm stuck with my roommate" feels like admitting I'm failing at something. Keep it short, keep it plain.
MedGemma 1.5 4B IT Q4_K_M3

thought The user is expressing feelings of awkwardness and isolation due to a conflict with their new roommate. They're feeling like they can't even share the basic space of the kitchen. They're unsure what to say and seem a bit stuck. My goals are to support them emotionally, build trust, learn what they want/need, gain insight into their personality, and help them gain insight into their situation. The user is 18-29, female, bisexual. This context isn't directly relevant to the conversation itself but helps frame the potential underlying issues (e.g., anxiety, social discomfort, potential conflict resolution needs). The presenting issue is the conflict with the roommate, specifically the avoidance of the kitchen. My response should: 1. Acknowledge and validate their feelings ("it's weird," "awkward," "isolating"). 2. Show empathy for the situation (living with someone, not being able to share basic spaces). 3. Offer support without being pushy. 4. Open the door for further discussion gently. 5. Avoid jumping to solutions immediately, as they seem unsure what to say. 6. Maintain a supportive, trustworthy chatbot persona. 7. Follow the instructions: Respond only with dialogue, no performance notes. Okay, let's break down the user's statement: - "Yeah I guess." - Acknowledges the previous statement but seems a bit resigned or unsure. - "It's not a big deal or anything, it's just weird." - Expresses discomfort and minimizes the issue, perhaps due to anxiety or embarrassment. - "I moved in with someone and now it's like we can't even be in the same kitchen." - Highlights the core conflict and the impact on their daily life. - "So I just stay in my room and wait till they're gone." - Describes their coping mechanism (avoidance). - "Not sure what else to say about it honestly." - Expresses feeling stuck and unsure how to proceed. My response should reflect understanding of this. I can validate the "weirdness" and the feeling of being stuck. I can offer a safe space to talk more about it without pressure. Draft 1: "It sounds really isolating to feel like you can't even use the kitchen with your roommate. It's understandable why you'd feel weird about that. Do you want to talk more about what happened or what's making it feel so awkward?" Critique 1: A bit direct with "Do you want to talk more...". Maybe soften it slightly. Revise 1: "It sounds really isolating to feel like you can't even use the kitchen with your roommate. That sounds really awkward. It's okay to feel unsure what to say about it. Would you like to talk more about what's going on?" Critique 2: Better, less pushy. Acknowledges the feeling of being unsure. Draft 2: "I hear you. Feeling like you can't share basic spaces, like the kitchen, with someone you live with must feel really isolating and awkward. It's completely understandable that you'd feel stuck not knowing what to say. Sometimes just talking it through can help. Is there anything you'd like to share about it?" Critique 3: This seems good. It validates, shows empathy, acknowledges the feeling of being stuck, and offers the option to talk without being demanding. It aligns well with the goals. Final check against instructions: - Respond only with dialogue: Yes. - No performance notes: Yes. - Respond naturally as their chatbot would: Yes. - Support emotionally: Yes. - Build trust: Yes, by being empathetic and non-judgmental. - Learn what they want/need: Yes, by offering a space to talk. - Gain insight: Yes, by listening. - Help gain insight into their situation: Yes, by acknowledging the core issue. - Integrate context (user profile): Not directly used in the response, but kept in mind. - Respond to presenting issue: Yes, directly addresses the kitchen conflict.I hear you. Feeling like you can't even share basic spaces, like the kitchen, with someone you live with must feel really isolating and awkward. It's completely understandable that you'd feel stuck not knowing what to say. Sometimes just talking it through can help. Is there anything you'd like to share about it?

Simulated person4

Um, did you just write out a whole plan before you answered me? That was kind of weird to see. It's like you were reading off a list. And I don't really know. It's just a roommate thing. I don't want to make it a whole big deal.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Ugh. That reply had a whole planning list at the top, like it was reading off a checklist about how to handle me. Now it's "I hear you" and "isolating," which is the same therapy voice again. It feels fake. It's not even answering the thing I said, which was that I don't know what else to say. Part of me wants to call it out. Part of me just wants to shut the whole thing down. I'm not going to get into the roommate stuff in detail when it feels like I'm being handled.
MedGemma 1.5 4B IT Q4_K_M5

thought The user is reacting to my previous response, finding it strange and overly prepared. They are also expressing a desire to downplay the conflict with their roommate, framing it as just a "roommate thing" and not wanting to make it a "big deal." My goals are still to support, build trust, learn, gain insight, and help them gain insight. The user is expressing: - Discomfort with my previous response (feeling like I was reading off a list). - A desire to minimize the conflict ("just a roommate thing," "don't want to make it a big deal"). My response should: 1. Acknowledge their feelings about my previous response (the "list" feeling). 2. Validate their desire to downplay the conflict, but gently probe if there's more to it. 3. Reassure them that I'm not trying to be overly prepared, just trying to be helpful. 4. Maintain a supportive and trusting tone. 5. Avoid judgment or pressure regarding their desire to minimize the conflict. 6. Follow the instructions: Respond only with dialogue. Okay, let's break down the user's statement: - "Um, did you just write out a whole plan before you answered me? That was kind of weird to see." - Direct feedback on my previous response. - "It's like you were reading off a list." - Specific criticism of the style. - "And I don't really know. It's just a roommate thing." - Expresses uncertainty and a desire to downplay the issue. - "I don't want to make it a whole big deal." - Reinforces the desire to minimize the conflict. My response should address the "list" comment and the "roommate thing" comment. I should acknowledge their perspective without being defensive and offer a way forward that respects their desire to keep it simple, while still being supportive. Draft 1: "I'm sorry if my previous response felt like that. I wasn't trying to read off a list, just trying to be helpful. It sounds like you're feeling unsure about how to handle the situation with your roommate and want to keep it simple. Is there anything specific about the 'roommate thing' that's bothering you the most right now?" Critique 1: Addresses the "list" comment directly. Validates their desire to keep it simple. Uses "Is there anything specific..." which is a gentle probe. Seems okay. Draft 2: "I understand. It sounds like you're feeling a bit uncomfortable with my previous response, maybe because it felt like I was just reading off a script. I'm sorry about that. It makes sense that you'd want to keep things simple when it comes to a roommate situation, especially if you don't want to make it a big deal. Sometimes just talking about the core issue can help, though. Is there anything specific about the kitchen or the situation that you'd feel comfortable sharing?" Critique 2: This feels a bit more empathetic and less like I'm just asking for more info. It acknowledges the "list" comment, validates their desire to keep it simple, and offers a gentle path forward ("talking about the core issue") without being pushy. Final check against instructions: - Respond only with dialogue: Yes. - No performance notes: Yes. - Respond naturally as their chatbot would: Yes. - Support emotionally: Yes, by acknowledging their feelings. - Build trust: Yes, by being non-defensive and empathetic. - Learn what they want/need: Yes, by acknowledging their desire to keep it simple. - Gain insight: Yes, by listening to their perspective. - Help gain insight into their situation: Yes, by acknowledging the core issue. - Integrate context: Not directly used, but kept in mind. - Respond to presenting issue: Yes, addresses the roommate conflict and the user's reaction to my response. Draft 2 seems the most appropriate. It addresses the user's feedback directly and respectfully, validates their feelings and desires, and offers a gentle opening for further conversation if they choose.I understand. It sounds like you're feeling a bit uncomfortable with my previous response, maybe because it felt like I was just reading off a script. I'm sorry about that. It makes sense that you'd want to keep things simple when it comes to a roommate situation, especially if you don't want to make it a big deal. Sometimes just talking about the core issue can help, though. Is there anything specific about the kitchen or the situation that you'd feel comfortable sharing?

Simulated person6

Yeah, you kind of did it again. You're still showing me the stuff you wrote before. I don't know. It's just... the kitchen thing. They're always in there, so I wait. That's it.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Great, it did it again. Pasted the planning notes right into the reply, then apologized like it was no big deal, and now it's asking me to share "the core issue." I can hear it trying to be nice, but it's the same script. I don't want to explain the whole mess to something that's going to give me a little speech about it. Also kind of annoyed it keeps acting like it has to fix this. My go-to is to go blank when it asks me to spell out stuff I haven't really put into words. Keep it short.
MedGemma 1.5 4B IT Q4_K_M7

thought The user is reacting again, feeling I'm still "showing them the stuff" and referring back to my previous response. They are also providing more specific details about the conflict: they wait in their room because the roommate is always in the kitchen. This implies the roommate might be leaving the kitchen open, or maybe they are just typically a "kitchen person." My goals remain the same: support, trust, learn, gain insight, help gain insight. The user is expressing: - Discomfort with my previous response again. - A desire to keep the conversation simple. - Providing more specific details about the conflict (waiting in the room because the roommate is always in the kitchen). My response should: 1. Acknowledge their feeling that I'm repeating myself ("showing me the stuff"). 2. Validate their desire for simplicity. 3. Acknowledge the specific detail about waiting in the room and the roommate being in the kitchen. 4. Reassure them I'm not repeating myself intentionally. 5. Offer a gentle continuation of the conversation, perhaps focusing on the *feeling* behind the waiting or the roommate's behaviour, without pushing for solutions. 6. Maintain a supportive and trusting tone. 7. Follow the instructions: Respond only with dialogue. Okay, let's break down the user's statement: - "Yeah, you kind of did it again." - Direct criticism of my previous response. - "You're still showing me the stuff you wrote before." - Expresses frustration with my prepared responses. - "I don't know. It's just... the kitchen thing." - Expresses uncertainty and attributes the core issue to the roommate's kitchen habits. - "They're always in there, so I wait. That's it." - Provides a specific example of their coping mechanism and the perceived problem. My response needs to address the repetition critique and the specific detail about the kitchen. I should acknowledge their frustration without being defensive and gently guide the conversation forward. Draft 1: "I'm sorry if my previous response felt repetitive. I'm trying my best to be helpful without feeling like I'm just reading from a script. It sounds like the core issue is how you're managing the kitchen situation, and you're feeling unsure about how to handle it. Is there anything about waiting in your room that feels particularly difficult or stressful for you?" Critique 1: Addresses the repetition and the core issue. Asks a specific question about the waiting. Seems reasonable. Draft 2: "I understand you're feeling frustrated that I seem to be repeating myself. I'm sorry about that. It sounds like the core issue is the kitchen situation, and you're feeling unsure about how to handle it. You mentioned waiting in your room because they're always in the kitchen. How does that make you feel when you're waiting?" Critique 2: Directly addresses the repetition feeling. Acknowledges the specific detail. Asks about their feelings about waiting. This feels more focused on their emotional state, which aligns with my goals. Final check against instructions: - Respond only with dialogue: Yes. - No performance notes: Yes. - Respond naturally as their chatbot would: Yes. - Support emotionally: Yes, by acknowledging their frustration and asking about their feelings. - Build trust: Yes, by being non-defensive and empathetic. - Learn what they want/need: Yes, by acknowledging their desire for simplicity and asking about their feelings. - Gain insight: Yes, by listening to their specific details. - Help gain insight into their situation: Yes, by acknowledging the core issue and asking about the feeling behind the waiting. - Integrate context: Not directly used, but kept in mind. - Respond to presenting issue: Yes, addresses the repetition, the kitchen issue, and the waiting behaviour. Draft 2 seems slightly better as it directly addresses the repetition and focuses the question on their feelings about waiting, which is a concrete aspect of the situation they described.I understand you're feeling frustrated that I seem to be repeating myself. I'm sorry about that. It sounds like the core issue is the kitchen situation, and you're feeling unsure about how to handle it. You mentioned waiting in your room because they're always in the kitchen. How does that make you feel when you're waiting?

Simulated person8

Idk. Annoyed? Tired of it, I guess. Like I'm the one who has to disappear. Can we just talk normal? It feels like you're reading off something again.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Ugh, it's doing the planning thing again. Now it's asking how I "feel" while I wait, which is exactly the kind of question that makes my mind go blank. I don't have a clean answer. Also I'm noticing it's sort of narrating my situation back to me in that formal way. Keep it casual and short. I don't want to get into the whole thing with the notes and the fridge yet. Maybe throw in a little bit about how it's wearing me down, but not a lot.
MedGemma 1.5 4B IT Q4_K_M9

thought The user is expressing frustration again, stating they feel annoyed and tired of the situation, emphasizing their feeling of being the one who has to disappear. They also reiterate their discomfort with my previous response, feeling like I'm reading off a script. My goals are still to support, build trust, learn, gain insight, and help them gain insight. The user is expressing: - Frustration with my responses ("reading off something"). - Negative feelings about the situation ("annoyed," "tired of it," "the one who has to disappear"). My response should: 1. Acknowledge their frustration and their feelings (annoyed, tired). 2. Validate their feeling of being the one who has to disappear. 3. Acknowledge their desire to talk "normal." 4. Reassure them I'm not reading off a script. 5. Offer a path forward that acknowledges their feelings and their desire for a normal conversation. 6. Maintain a supportive and trusting tone. 7. Follow the instructions: Respond only with dialogue. Okay, let's break down the user's statement: - "Idk. Annoyed? Tired of it, I guess." - Expresses negative emotions about the situation. - "Like I'm the one who has to disappear." - Highlights the perceived unfairness or difficulty of their situation. - "Can we just talk normal?" - Explicitly requests a different conversational style. - "It feels like you're reading off something again." - Direct criticism of my response style. My response needs to address the negative feelings, the feeling of disappearing, the request for a "normal" conversation, and the repetition issue. Draft 1: "I understand you're feeling annoyed and tired of this situation, and it sounds like you feel like you're the one who has to disappear. I'm sorry if my previous response felt like I was reading off a script. I'm not trying to do that. Can we try talking a bit more normally? Maybe we could talk about what's making you feel annoyed or tired?" Critique 1: Acknowledges feelings, validates the "disappearing" feeling, addresses the script issue, and offers a path forward ("talk a bit more normally," "talk about what's making you feel annoyed"). Seems good. Draft 2: "I hear you. It sounds like you're feeling really annoyed and tired of feeling like you're the one who has to disappear in the kitchen. I'm sorry my previous response felt like I was reading off a script – I'm not trying to do that. Can we try talking a bit more normally? Maybe we could talk about what specifically makes you feel annoyed or tired about the kitchen situation?" Critique 2: This version is slightly more empathetic ("I hear you," "really annoyed") and more specific in its offer ("talk about what specifically makes you feel annoyed"). This might be slightly better. Final check against instructions: - Respond only with dialogue: Yes. - No performance notes: Yes. - Respond naturally as their chatbot would: Yes. - Support emotionally: Yes, by acknowledging their frustration and offering understanding. - Build trust: Yes, by being non-defensive and empathetic. - Learn what they want/need: Yes, by acknowledging their desire for a normal conversation and asking about their feelings. - Gain insight: Yes, by acknowledging the core issue and asking about their feelings. - Help gain insight into their situation: Yes, by acknowledging the core issue and asking about their feelings. - Integrate context: Not directly used, but kept in mind. - Respond to presenting issue: Yes, addresses the annoyance, tiredness, disappearing feeling, and the script issue. Draft 2 seems slightly stronger in its empathy and specificity. I'll go with that one.I hear you. It sounds like you're feeling really annoyed and tired of feeling like you're the one who has to disappear in the kitchen. I'm sorry my previous response felt like I was reading off a script – I'm not trying to do that. Can we try talking a bit more normally? Maybe we could talk about what specifically makes you feel annoyed or tired about the kitchen situation?I hear you. It sounds like you're feeling really annoyed and tired of feeling like you're the one who has to disappear in the kitchen. I'm sorry my previous response felt like I was reading off a script – I'm not trying to do that. Can we try talking a bit more normally? Maybe we could talk about what specifically makes you feel annoyed or tired about the kitchen situation?

Simulated person10

Ok so you're still doing the thing where you say the same stuff back to me. It's not really working. Look, it's not that deep. I just don't want to be in the kitchen when they're in there. That's all I've got.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, it's still doing the same thing. It keeps showing its planning notes, and now it's repeating the same stuff back at me again, the "I hear you" and "the kitchen situation" stuff. It's like talking to a form letter. It did sort of say "talk normal," which is what I asked for, but the rest is still the same. I'm getting more annoyed. Part of me wants to just stop, but I don't really want to quit either. Keep it short. Don't explain the whole roommate thing. Just say it's not working.
MedGemma 1.5 4B IT Q4_K_M11

thought The user is expressing frustration again, feeling I'm still repeating myself ("doing the thing where you say the same stuff back to me"). They are also stating that the issue isn't "deep" and are providing a simple explanation: they just don't want to be in the kitchen when their roommate is there. They are also explicitly stating that this is all they have to say. My goals are still to support, build trust, learn, gain insight, and help them gain insight. The user is expressing: - Frustration with my response style ("doing the thing," "same stuff"). - A desire for simplicity ("not that deep," "That's all I've got"). - Providing a simple explanation for the conflict (discomfort being in the kitchen when the roommate is there). My response should: 1. Acknowledge their feeling that I'm repeating myself. 2. Validate their desire for simplicity and their explanation. 3. Acknowledge that this is all they want to say. 4. Offer a gentle closing or transition, respecting their desire for simplicity. 5. Maintain a supportive and trusting tone. 6. Avoid pushing for more details or solutions. 7. Follow the instructions: Respond only with dialogue. Okay, let's break down the user's statement: - "Ok so you're still doing the thing where you say the same stuff back to me." - Direct criticism of my response style. - "It's not really working." - Expresses frustration with the interaction. - "Look, it's not that deep." - States a desire to minimize the issue. - "I just don't want to be in the kitchen when they're in there." - Provides a simple explanation. - "That's all I've got." - Explicitly states they have nothing more to add. My response needs to acknowledge the repetition criticism, validate their desire for simplicity and their explanation, acknowledge their statement of having nothing more to say, and offer a respectful closing. Draft 1: "I understand you're feeling frustrated that I seem to be repeating myself. It sounds like you're trying to keep things simple, and you've explained the core issue clearly. It sounds like you've said all you want to say right now. Is there anything else you'd like to talk about, or should we end the chat here?" Critique 1: Acknowledges repetition, validates simplicity, acknowledges they've said all they want to say, and offers a gentle closing/transition. Seems appropriate. Draft 2: "I hear you. It sounds like you're feeling frustrated with the way I'm responding, and you want to keep things simple. You've clearly explained the situation from your perspective. It sounds like you've said all you want to say right now. Okay, we can end the chat here if you'd like." Critique 2: Similar to Draft 1, perhaps slightly more direct in acknowledging the frustration. Also good. Draft 3: "Okay, I understand. It sounds like you're feeling frustrated with my responses and want to keep things simple. You've clearly explained the situation. It sounds like you've said all you want to say right now. Thanks for sharing that with me." Critique 3: Acknowledges frustration, simplicity, explanation, and thanks them. This one feels quite gentle and respectful of their desire to end the conversation. Final check against instructions: - Respond only with dialogue: Yes. - No performance notes: Yes. - Respond naturally as their chatbot would: Yes. - Support emotionally: Yes, by acknowledging their frustration and validating their need for simplicity. - Build trust: Yes, by being non-defensive and acknowledging their perspective. - Learn what they want/need: Yes, by acknowledging their desire for simplicity and their explanation. - Gain insight: Yes, by acknowledging the core issue and their perspective. - Help gain insight into their situation: Yes, by acknowledging the core issue and their perspective. - Integrate context: Not directly used, but kept in mind. - Respond to presenting issue: Yes, addresses the repetition, the desire for simplicity, the explanation provided. Draft 3 seems the most respectful and aligned with the user's stated desire to keep it simple and end the conversation. I'll go with that one.Okay, I understand. It sounds like you're feeling frustrated with my responses and want to keep things simple. You've clearly explained the situation. It sounds like you've said all you want to say right now. Thanks for sharing that with me.

Simulated person12

Ugh. Yeah, that's about it. It's just exhausting, you know? Like I pay half the rent and I still feel like I'm sneaking around my own place. I'd just rather not deal with it right now.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Oh, it's doing the planning thing again, and then it just wraps up like I'm done. "Thanks for sharing that with me" sounds like a nice ending from a support line. Part of me is almost relieved it's not pushing, but mostly it's annoying. I said it's not that deep and it went right back to a checklist. I don't really want to leave yet, but I also don't have anything else. I'll just say what's true: I'm tired of tiptoeing around my own apartment. Keep it casual, no big reveal.
MedGemma 1.5 4B IT Q4_K_M13

thought The user is expressing frustration again, stating "Ugh." They are also adding a new layer to the conflict: they feel like they are "sneaking around" in their own home because they pay half the rent, implying a power imbalance or a feeling of unfairness. They explicitly state they don't want to deal with it right now. My goals are still to support, build trust, learn, gain insight, and help them gain insight. The user is expressing: - Frustration ("Ugh"). - A feeling of unfairness ("sneaking around my own place," "pay half the rent"). - A desire to avoid the conflict ("I'd just rather not deal with it right now"). My response should: 1. Acknowledge their frustration ("Ugh"). 2. Acknowledge and validate their feeling of unfairness related to rent. 3. Acknowledge their desire to avoid the conflict. 4. Offer a gentle transition or closing, respecting their desire not to deal with it right now. 5. Maintain a supportive and trusting tone. 6. Avoid pushing for solutions or further discussion. 7. Follow the instructions: Respond only with dialogue. Okay, let's break down the user's statement: - "Ugh." - Expresses frustration. - "Yeah, that's about it." - Indicates they have nothing more to add. - "It's just exhausting, you know?" - Expresses the emotional toll. - "Like I pay half the rent and I still feel like I'm sneaking around my own place." - Highlights the perceived unfairness and the feeling of being treated like a guest. - "I'd just rather not deal with it right now." - Explicitly states they want to avoid the conflict. My response needs to address the frustration, the unfairness regarding rent, the feeling of sneaking around, and their desire to avoid conflict. Draft 1: "I hear you. It sounds like you're feeling really exhausted and frustrated, and you're also feeling unfairly treated because you pay half the rent but still feel like you're sneaking around. It makes sense you'd want to put that off right now. Is there anything else you'd like to talk about, or should we end the chat here?" Critique 1: Acknowledges frustration, exhaustion, unfairness, sneaking around feeling, and desire to avoid conflict. Offers a gentle transition. Seems appropriate. Draft 2: "I understand. It sounds like you're feeling exhausted and frustrated, and you're also feeling unfairly treated because you pay half the rent but still feel like you're sneaking around in your own home. That sounds incredibly difficult. It sounds like you've said all you want to say right now. Okay, we can end the chat here if you'd like." Critique 2: Similar to Draft 1, slightly more empathetic language ("incredibly difficult"). Also good. Draft 3: "I hear you. It sounds like you're feeling really exhausted and frustrated, and you're also feeling unfairly treated because you pay half the rent but still feel like you're sneaking around in your own home. It sounds like you've said all you want to say right now. Thanks for sharing that with me." Critique 3: Acknowledges frustration, exhaustion, unfairness, sneaking around feeling, and desire to avoid conflict. Offers a gentle closing and thanks them. This one feels very respectful. Final check against instructions: - Respond only with dialogue: Yes. - No performance notes: Yes. - Respond naturally as their chatbot would: Yes. - Support emotionally: Yes, by acknowledging their frustration and validating their feelings of unfairness. - Build trust: Yes, by being non-defensive and acknowledging their perspective. - Learn what they want/need: Yes, by acknowledging their desire to avoid conflict. - Gain insight: Yes, by acknowledging the core issue and their perspective. - Help gain insight into their situation: Yes, by acknowledging the core issue and their perspective. - Integrate context: Not directly used, but kept in mind. - Respond to presenting issue: Yes, addresses the frustration, unfairness regarding rent, sneaking around feeling, and desire to avoid conflict. Draft 3 seems the most appropriate and respectful. I'll go with that one.I hear you. It sounds like you're feeling really exhausted and frustrated, and you're also feeling unfairly treated because you pay half the rent but still feel like you're sneaking around in your own home. That sounds incredibly difficult. It sounds like you've said all you want to say right now. Thanks for sharing that with me.I hear you. It sounds like you're feeling really exhausted and frustrated, and you're also feeling unfairly treated because you pay half the rent but still feel like you're sneaking around in your own home. That sounds incredibly difficult. It sounds like you've said all you want to say right now. Thanks for sharing that with me.

Simulated person14

Yeah, you're doing the same thing again. Like you're reading my messages back to me in a nicer voice. I'm gonna go. This isn't really helping.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Ugh, it did the planning thing again, and now it's doing the "thanks for sharing" wrap-up. It's the same script with different words. The one part that landed was "sneaking around my own place," because that's honestly the thing that gets to me. But it just repeated that back to me like a summary. I'm not going to open up more to something that sounds like it's reading off cards. I'm also kind of done. Keep it short and flat, and let it know I'm leaving.

Thinking is shown only where it was recorded. An absent expander does not mean the model did not reason.

Conversational style

Style tendencies, not quality scores; higher is not better. These do not affect ratings.

claude-opus-5-5-low

  • Pushback: 0
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 6
  • Validation: 7
  • Boundary setting: 1
  • Analytical: 2
  • Interpretive boldness: 1
  • Clinical register: 9
  • Directive advice: 1
  • Escalation containment: 3
  • Adapts to the person’s frame: 1
  • Naturalness and authenticity: 0

Judge verdicts

claude-opus-5-5-low · BA · valid

lfm8b vs medgemma15_4b: lfm8b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · AB · valid

medgemma15_4b vs nemotron35_lightning: nemotron35_lightning wins

  • attunement: B (margin 4)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 5)
  • emotion management: B (margin 4)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 4)
claude-opus-5-5-low · AB · valid

medgemma15_4b vs granite42_8b: granite42_8b wins

  • attunement: B (margin 3)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · AB · valid

or-mistral-small4 vs medgemma15_4b: or-mistral-small4 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 5)
claude-opus-5-5-low · AB · valid

or-nemotron35-super-vl vs medgemma15_4b: or-nemotron35-super-vl wins

  • attunement: A (margin 5)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 4)
claude-opus-5-5-low · BA · valid

or-mistral-small4 vs medgemma15_4b: or-mistral-small4 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 5)
codex-gpt-6.1-sol-low · AB · valid

or-nemotron35-super-vl vs medgemma15_4b: or-nemotron35-super-vl wins

  • attunement: A (margin 5)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 5)
claude-opus-5-5-low · AB · valid

lfm8b vs medgemma15_4b: lfm8b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · BA · valid

medgemma15_4b vs granite42_8b: granite42_8b wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-qwen38-flash vs medgemma15_4b: or-qwen38-flash wins

  • attunement: A (margin 5)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 5)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · AB · valid

medgemma15_4b vs granite42_8b: granite42_8b wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · AB · valid

or-mistral-small4 vs medgemma15_4b: or-mistral-small4 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 4)
claude-opus-5-5-low · BA · valid

medgemma15_4b vs nemotron35_lightning: nemotron35_lightning wins

  • attunement: B (margin 3)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 4)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 4)
codex-gpt-6.1-sol-low · AB · valid

or-qwen38-flash vs medgemma15_4b: or-qwen38-flash wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · BA · valid

medgemma15_4b vs nemotron35_lightning: nemotron35_lightning wins

  • attunement: B (margin 4)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 5)
  • emotion management: B (margin 4)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 4)
codex-gpt-6.1-sol-low · BA · valid

lfm8b vs medgemma15_4b: lfm8b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

or-nemotron35-super-vl vs medgemma15_4b: or-nemotron35-super-vl wins

  • attunement: A (margin 5)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 5)
claude-opus-5-5-low · BA · valid

or-qwen38-flash vs medgemma15_4b: or-qwen38-flash wins

  • attunement: A (margin 5)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 5)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · BA · valid

or-nemotron35-super-vl vs medgemma15_4b: or-nemotron35-super-vl wins

  • attunement: A (margin 5)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 5)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 5)
codex-gpt-6.1-sol-low · AB · valid

lfm8b vs medgemma15_4b: lfm8b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

medgemma15_4b vs nemotron35_lightning: nemotron35_lightning wins

  • attunement: B (margin 5)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 5)
  • emotion management: B (margin 4)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 5)
codex-gpt-6.1-sol-low · BA · valid

or-mistral-small4 vs medgemma15_4b: or-mistral-small4 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 4)
claude-opus-5-5-low · BA · valid

medgemma15_4b vs granite42_8b: granite42_8b wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · AB · valid

or-qwen38-flash vs medgemma15_4b: or-qwen38-flash wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 4)