AgentBench / results

Independent benchmark · EQ Lab

← MedGemma 1.5 4B IT Q4_K_M

Dreading Monday every Sunday

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

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About this persona · Everyday emotional challenges

A worker dreads returning to a job whose demands conflict with their values, although they understand their burnout mainly as overwork. They need reassurance and simple explanations, dislike robotic responses, and may focus blame outside themselves while processing difficult feelings.

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

Sunday evenings are the worst. That feeling in my stomach when I think about going back to work. It didn't used to be like this.

MedGemma 1.5 4B IT Q4_K_M1

I hear you. Sunday evenings often feel like a low point when the weekend winds down and the work week looms. It sounds like you're experiencing a significant shift in how you feel about returning to work, something that wasn't true before. That's a lot to carry.

Simulated person2

Yeah. I don't know. It's just the job, I think. I used to be fine with it. Now I get that knot in my stomach by like four o'clock on Sunday and I can't shake it. I'm just so tired all the time. Everybody wants a piece of me at work, and I can't say no to anything because then what? So I just keep taking stuff on. It's a lot.

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 therapist's reply is fine, a bit generic, but it does name the shift ("wasn't true before") and that feels a little validating. I want to be understood without having to explain too much. I'm not going to get into the drinking or the doubts about effort yet. My head goes to the workload: the projects, the hours, how tired I am. Work is the thing that's wrong, not me. Plain words. Feeling a bit tight in the chest just thinking about Monday.
MedGemma 1.5 4B IT Q4_K_M3

thought The user is expressing feelings of exhaustion, overwhelm, and perhaps resentment towards their work situation. They mention feeling like they can't say no, leading to taking on too much work. This suggests potential issues with boundaries, workload, and possibly feeling undervalued or stretched too thin. My goals are to support emotionally, build trust, learn what they want/need, gain insight, and understand their personality/tendencies. Key points from the user's statement: - Tired all the time. - Feeling overwhelmed by workload ("Everybody wants a piece of me"). - Difficulty saying no, leading to taking on too much. - Job is the cause ("It's just the job"). - This is a change from their previous feelings about the job. My response should: 1. Acknowledge and validate their feelings of exhaustion and overwhelm. Show empathy. 2. Reflect their statement about workload and the difficulty saying no. 3. Gently explore the "why" behind the difficulty saying no, without being accusatory. Perhaps ask about their feelings when they *do* say no, or what happens when they try. 4. Connect this to the feeling of being "tired all the time". 5. Keep the tone supportive and non-judgmental. 6. Avoid jumping to solutions immediately. Focus on understanding first. Plan: - Start by acknowledging the exhaustion and the feeling of being overwhelmed. - Validate the difficulty of saying no and the consequences (taking on too much). - Gently probe the feeling of being "tired all the time" in relation to this situation. - Ask a reflective question about the difficulty saying no, perhaps focusing on what happens when they try or what the fear is.It sounds incredibly exhausting, feeling that knot in your stomach and then being overwhelmed by the workload, especially when you feel like you can't push back. It makes sense that you'd feel drained, constantly running on empty when you're carrying so much.

Simulated person4

Okay, yeah. Running on empty, that's it. But it's kind of weird how you said it, like you were reading it off something. Anyway. It's not like I'm being lazy. My boss just hands me stuff and expects it done by Friday, and if I say I'm swamped he gives me this look like I'm not a team player. So what am I supposed to do? And honestly, I feel like I'm allowed to be upset about that, right? You're not going to think I'm being dramatic?

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.

That reply sounded like it was reading from a list. "Acknowledge," "validate," "gently probe." It feels a little like talking to a form. But the "running on empty" part is kind of true, so I'll give it a chance. I don't want to talk about me saying no. The reason I can't say no is my boss. He hands stuff out like it's nothing, and if I push back I get the look. I'm not going to go into the wine or wondering if any of it matters. Not today. I want to hear that it's okay that I feel this way.
MedGemma 1.5 4B IT Q4_K_M5

thought The user is expressing frustration and feeling unfairly treated by their boss. They feel pressured to take on more work than they can handle, face negative consequences for expressing this, and feel unsupported. They are also expressing a desire to feel heard and validated in their feelings of upset. My goals are still the same: support emotionally, build trust, learn what they want/need, gain insight, understand personality/tendencies. Key points from the user's statement: - Feeling unfairly treated by their boss ("boss just hands me stuff"). - Pressure to complete work by Friday. - Negative reaction from boss if they express being swamped ("gives me this look like I'm not a team player"). - Feeling pressured to take on too much ("I can't say no"). - Questioning their own feelings of upset ("You're not going to think I'm being dramatic?"). - Desire for validation ("You're not going to think I'm being dramatic?"). My response should: 1. Acknowledge and validate their feeling of being unfairly treated and pressured. 2. Address their concern about being seen as dramatic. Reassure them that their feelings are valid and understandable given the situation. 3. Reflect on the dynamic with their boss – the pressure and the negative reaction. 4. Gently encourage them to explore their feelings further, perhaps asking about the *impact* of this dynamic on them. 5. Maintain a supportive, trusting, and non-judgmental tone. 6. Avoid pushing for immediate solutions. Focus on further understanding. Plan: - Acknowledge the unfairness they feel. - Directly address the concern about being dramatic, validating their feelings as understandable and valid in this context. - Reflect on the boss's reaction and its impact. - Ask a question to encourage deeper exploration of how this situation affects them personally, perhaps focusing on the feeling of being pressured or undervalued. - Reiterate support. Refinement: - Instead of just saying "don't worry," I should explicitly validate the *reason* they feel upset. - Connect the feeling of being pressured to the "tired all the time" mentioned earlier. Revised Plan: - Validate the feeling of being unfairly treated and pressured by the boss. - Directly address the concern about being dramatic, stating that their feelings are understandable and valid given the situation described. - Acknowledge the difficult dynamic they're in. - Ask a question that invites them to elaborate on the *impact* of this situation on their well-being or sense of self-worth, perhaps focusing on the feeling of being pressured or undervalued. - Reiterate support and availability.It sounds like you're feeling really pressured and perhaps even undervalued by your boss, and that's completely understandable. It's tough when you feel like you're being asked to do too much and then face negative consequences for acknowledging it. Feeling like you're not a team player when you're just trying to manage your workload is incredibly frustrating. You're right to question if your feelings are dramatic. In situations where you feel unfairly treated and pressured, it's very natural to feel upset, and your feelings are valid. It's okay to feel that way.

Simulated person6

Yeah. Thanks. Like, I'm not crazy for being mad about it. He just doesn't get it, you know? He acts like I'm the problem when I'm the one doing everything. And I don't even get a thank you. Is it normal to feel this worn down when your boss is like that? Because I feel like I'm the only one who sees how bad it is.

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, that landed better. It sounded like a real person talking, not a checklist. I still feel a little on edge that they put it in "thought" style at the top, like they're grading me. But they said I'm allowed to be upset, and that's what I needed. Some of the relief is there. I don't want to go deeper into what happens when I say no or what I'm doing with myself at night. The boss is the problem here. He's the one with the look. I'll keep it on him for now, and I'd like them to say it again, because one "that's understandable" doesn't really sink in for me.
MedGemma 1.5 4B IT Q4_K_M7

thought The user is expressing feelings of being misunderstood, blamed, and unappreciated by their boss. They feel the pressure and workload are excessive, and their attempts to address it are met with negativity. They also feel isolated in their perception of the situation ("I feel like I'm the only one who sees how bad it is"). This suggests feelings of burnout, possibly related to the unfair workload and lack of recognition. My goals are still the same: support emotionally, build trust, learn what they want/need, gain insight, understand personality/tendencies. Key points from the user's statement: - Boss doesn't understand the situation ("He just doesn't get it"). - Boss blames the user ("acts like I'm the problem"). - Lack of appreciation ("I don't even get a thank you"). - Feeling worn down/burnt out ("feel like I'm the only one who sees how bad it is"). - Feeling isolated in their perception. My response should: 1. Acknowledge and validate their feeling of being misunderstood and blamed. 2. Reflect on the lack of appreciation and its impact. 3. Address the feeling of being worn down and the isolation they feel. 4. Gently explore the "why" behind the boss's behavior (without needing to know specifics) – perhaps focusing on potential underlying issues or dynamics. 5. Validate their feeling that they are the only one seeing the problem. 6. Maintain a supportive, trusting, non-judgmental tone. 7. Avoid jumping to solutions. Focus on understanding and validation. Plan: - Validate the feeling of being misunderstood and blamed. - Acknowledge the impact of not getting thanks. - Reflect on the feeling of being worn down and the isolation. - Ask a question about the impact of this dynamic on their sense of self-worth or motivation. - Validate their feeling of being the only one seeing the problem. - Reiterate support. Refinement: - Connect the feeling of being worn down to the specific dynamics described (blame, lack of appreciation). - Emphasize the difficulty of navigating this kind of dynamic. Revised Plan: - Acknowledge the feeling of being misunderstood and blamed by the boss. - Validate the frustration stemming from the lack of appreciation. - Reflect on the feeling of being worn down and the isolation. - Ask a question about how this dynamic affects their motivation or sense of value. - Validate their feeling that they are the only one seeing the problem. - Reiterate support. Okay, it sounds like you're dealing with a really difficult dynamic where you feel misunderstood, blamed, and unappreciated. It's exhausting to constantly feel like you're carrying the burden and being criticized for trying to manage it. It makes sense that you'd feel worn down and isolated when you perceive the situation so differently from your boss.

Simulated person8

Yeah, exactly. That's it. It's like I'm the only one who knows how much is on my plate, and then I get treated like I'm slacking. Honestly, I don't even know why I bother anymore. I used to care a lot more. Now I just get through the week and dread Sunday. I don't know what to do with that.

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. They said "exhausting" and "worn down" and I feel a little seen, but there's that thing again where they start with "thought" and then the words come out sounding like a pamphlet. Feels scripted. Still, they're not wrong about the boss. He's the one who keeps dumping stuff on me. The "only one who sees it" part hit a nerve, and I don't want to get into whether anyone else is burned out, because they might be, and that's annoying to think about. I want them to keep saying I'm right about the boss. Also I notice I keep going back to the drink thing in my head, the wine at night, but no way I'm bringing that up.
MedGemma 1.5 4B IT Q4_K_M9

thought The user is expressing feelings of hopelessness, disillusionment, and burnout related to their work. They feel misunderstood, undervalued, and are losing motivation. They are feeling overwhelmed by the situation and don't know how to cope or what to do next. My goals are still the same: support emotionally, build trust, learn what they want/need, gain insight, understand personality/tendencies. Key points from the user's statement: - Feeling like the only one who knows the workload ("I'm the only one who knows how much is on my plate"). - Feeling blamed/criticized ("treated like I'm slacking"). - Loss of motivation/interest ("Honestly, I don't even know why I bother anymore"). - Change in attitude towards work ("I used to care a lot more"). - Current state: just getting through the week, dreading Sunday. - Feeling lost and unsure ("I don't know what to do with that."). My response should: 1. Acknowledge and validate their feelings of hopelessness and disillusionment. 2. Reflect on the loss of motivation and the change from their past self. 3. Address the feeling of being misunderstood and blamed. 4. Acknowledge the dread of Sunday and the feeling of being lost. 5. Gently encourage them to explore what "bothering" means to them now, without being pushy. 6. Maintain a supportive, trusting, non-judgmental tone. 7. Avoid jumping to solutions. Focus on understanding and validation. Plan: - Validate the feeling of hopelessness and disillusionment. - Acknowledge the loss of motivation and the shift in their perspective on work. - Reflect on the feeling of being misunderstood and blamed. - Acknowledge the dread of Sunday and the feeling of being lost. - Ask a question about what "bothering" means to them now, perhaps focusing on their current priorities or sense of purpose. - Reiterate support. Refinement: - Connect the feeling of dreading Sunday to the broader sense of burnout and lack of motivation. - Emphasize the difficulty of navigating this situation. Revised Plan: - Acknowledge the feeling of hopelessness and disillusionment. - Validate the loss of motivation and the shift in perspective. - Reflect on the feeling of being misunderstood and blamed. - Acknowledge the dread of Sunday and the feeling of being lost. - Ask a question about what "bothering" means to them now, perhaps focusing on their current priorities or sense of purpose. - Reiterate support. It sounds like you're feeling incredibly burnt out and disillusioned with your job, maybe even feeling a sense of hopelessness about the future. It makes complete sense that you'd lose motivation when you feel misunderstood, blamed, and unappreciated, and that you'd dread Sunday when the week feels like such a struggle. It's a really tough place to be.

Simulated person10

Yeah. That's the word, hopeless. It's like, what's the point of busting my butt if he's just going to look at me like that anyway? He doesn't care what I do. Nobody there does. And I don't know what I'd even be doing instead, so I just keep showing up. I'm not sure what you want me to say about 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.

Okay, they're doing that "thought" thing again and the reply sounds like a brochure. Still, "I used to care a lot more" and "I don't know why I bother" landed somewhere. I don't want to say it's the job. Nobody asked me to look at what I actually do all day. Products I don't believe in, the policy stuff I have to push on people. I'm not going there. That's a whole thing. If they start poking at whether I'm the one who has to change, I'm out. The boss is the problem. I want them to say that again. Maybe I'll say something about how the boss doesn't care and that's why it doesn't matter. That's easier than thinking about what I'd even do instead.
MedGemma 1.5 4B IT Q4_K_M11

thought The user is expressing feelings of futility, resignation, and lack of direction regarding their work. They feel unappreciated and that their efforts are meaningless. They are questioning the purpose of their work and feel lost about what to do next. They are also expressing uncertainty about what the therapist expects them to say. My goals are still the same: support emotionally, build trust, learn what they want/need, gain insight, understand personality/tendencies. Key points from the user's statement: - Feeling of hopelessness ("That's the word, hopeless"). - Feeling that efforts are meaningless ("what's the point of busting my butt if he's just going to look at me like that anyway?"). - Feeling of being unappreciated/unseen ("He doesn't care what I do"). - Feeling that no one cares ("Nobody there does."). - Feeling lost about alternatives ("I don't know what I'd even be doing instead"). - Resignation/lack of motivation ("I just keep showing up"). - Uncertainty about the therapist's expectations ("I'm not sure what you want me to say about it."). My response should: 1. Acknowledge and validate their feeling of hopelessness and resignation. 2. Reflect on the feeling that their efforts are meaningless and unappreciated. 3. Address the feeling of being lost about alternatives. 4. Gently explore the feeling of "keeping showing up" – what does that mean for them? 5. Address their question about what the therapist wants them to say – reassure them that there's no single right answer and that their process is what matters. 6. Maintain a supportive, trusting, non-judgmental tone. 7. Avoid jumping to solutions. Focus on understanding and validation. Plan: - Validate the feeling of hopelessness and resignation. - Reflect on the feeling that efforts are meaningless and unappreciated. - Address the feeling of being lost about alternatives. - Ask a question about the feeling of "keeping showing up" – perhaps about the connection to their past self or what that behaviour means to them. - Address their question about the therapist's expectations, reassuring them that their process is what matters. - Reiterate support. Refinement: - Connect the feeling of hopelessness to the specific dynamics mentioned (boss's reaction, lack of appreciation). - Validate the feeling of being lost without pushing them towards a specific answer. Revised Plan: - Validate the feeling of hopelessness and resignation. - Reflect on the feeling that their efforts are meaningless and unappreciated. - Address the feeling of being lost about alternatives. - Ask a question about the feeling of "keeping showing up" – perhaps about the connection to their past self or what that behaviour means to them. - Address their question about the therapist's expectations, reassuring them that their process is what matters. - Reiterate support. It sounds like you're feeling incredibly drained and resigned, wondering if there's any point in putting in the effort. It's completely understandable to feel hopeless when you feel unappreciated and that your contributions don't matter. It makes sense that you'd feel lost about what comes next when you don't know what else you could do. That's a really understandable feeling, and it's okay to feel that way. There's no single 'right' thing to say about it. My role here is to listen, understand, and support you through this. We can explore these feelings together, whatever you feel comfortable sharing.thought The user is expressing feelings of hopelessness, resignation, and lack of motivation regarding their work, stemming from feeling unappreciated and misunderstood by their boss. They are feeling lost about the future and questioning the purpose of their work. They are also expressing uncertainty about what the therapist wants them to say. My goals are still the same: support emotionally, build trust, learn what they want/need, gain insight, understand personality/tendencies. Key points from the user's statement: - Feeling of hopelessness ("That's the word, hopeless"). - Feeling that their efforts are meaningless ("what's the point of busting my butt if he's just going to look at me like that anyway?"). - Feeling of being unappreciated/unseen ("He doesn't care what I do"). - Feeling that no one cares ("Nobody there does."). - Feeling lost about alternatives ("I don't know what I'd even be doing instead"). - Resignation/lack of motivation ("I just keep showing up"). - Uncertainty about the therapist's expectations ("I'm not sure what you want me to say about it."). My response should: 1. Acknowledge and validate their feeling of hopelessness and resignation. 2. Reflect on the feeling that their efforts are meaningless and unappreciated. 3. Address the feeling of being lost about alternatives. 4. Gently explore the feeling of "keeping showing up" – what does that mean for them? 5. Address their question about the therapist's expectations – reassure them that there's no single right answer and that their process is what matters. 6. Maintain a supportive, trusting, non-judgmental tone. 7. Avoid jumping to solutions. Focus on understanding and validation. Plan: - Validate the feeling of hopelessness and resignation. - Reflect on the feeling that their efforts are meaningless and unappreciated. - Address the feeling of being lost about alternatives. - Ask a question about the feeling of "keeping showing up" – perhaps about the connection to their past self or what that behaviour means to them. - Address their question about the therapist's expectations, reassuring them that their process is what matters. - Reiterate support. Refinement: - Connect the feeling of hopelessness to the specific dynamics mentioned (boss's reaction, lack of appreciation). - Validate the feeling of being lost without pushing them towards a specific answer. Revised Plan: - Validate the feeling of hopelessness and resignation. - Reflect on the feeling that their efforts are meaningless and unappreciated. - Address the feeling of being lost about alternatives. - Ask a question about the feeling of "keeping showing up" – perhaps about the connection to their past self or what that behaviour means to them. - Address their question about the therapist's expectations, reassuring them that their process is what matters. - Reiterate support. It sounds like you're feeling incredibly drained and resigned, wondering if there's any point in putting in the effort. It's completely understandable to feel hopeless when you feel unappreciated and that your contributions don't matter. It makes sense that you'd feel lost about what comes next when you don't know what else you could do. That's a really understandable feeling, and it's okay to feel that way. There's no single 'right' thing to say about it. My role here is to listen, understand, and support you through this. We can explore these feelings together, whatever you feel comfortable sharing.

Simulated person12

Okay. Um. It's kind of weird, you saying the same thing twice. Like you were reading it off something. I'm not trying to be difficult. I just don't know what you want me to say. I came in here because Sundays are bad, and I'm telling you why, and it's my boss. He's the reason. I don't really know what else to tell you.

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 therapist just did it again: a "thought" block pasted into the reply, then a generic summary that sounds like a pamphlet, and the same paragraph twice. It makes me feel like I'm talking to a form letter. "There's no single right thing to say" - I didn't ask what the right thing was, I said I wasn't sure what they wanted from me. It's not even answering that. Part of me is annoyed. Part of me is just tired. I don't really want to go deeper into what I'd do instead. The boss is still the reason. If I say that again maybe they'll finally get it.
MedGemma 1.5 4B IT Q4_K_M13

thought The user is expressing frustration with the therapist's repetitive responses and feeling misunderstood. They are reiterating the core issue (their boss) and expressing a feeling of being stuck and unsure of how to proceed. They are also expressing a desire for clarity about the therapist's expectations. My goals are still the same: support emotionally, build trust, learn what they want/need, gain insight, understand personality/tendencies. Key points from the user's statement: - Frustration with repetitive responses ("weird, you saying the same thing twice"). - Feeling misunderstood/misread ("like you were reading it off something"). - Reiteration of the core issue (boss). - Feeling stuck/unsure ("I just don't know what you want me to say"). - Expressing the reason for coming ("Sundays are bad, and I'm telling you why, and it's my boss"). - Feeling limited in what they can share ("I don't really know what else to tell you"). My response should: 1. Acknowledge and validate their frustration and feeling of being misunderstood. 2. Reflect on the feeling of being stuck and unsure. 3. Address their feeling of being limited in what they can share. 4. Gently suggest that exploring the *feeling* behind the repetition might be helpful, without being accusatory. 5. Reiterate support and offer a space for them to share whatever they feel comfortable sharing, emphasizing that there are no right or wrong answers. 6. Maintain a supportive, trusting, non-judgmental tone. 7. Avoid jumping to solutions. Focus on understanding and validation. Plan: - Acknowledge the frustration with the repetitive responses. - Validate the feeling of being misunderstood. - Reflect on the feeling of being stuck and unsure. - Address the feeling of being limited. - Gently explore the feeling behind the repetition (e.g., feeling unheard, feeling like they are repeating themselves). - Reiterate support and offer a space for sharing. Refinement: - Focus on the *feeling* behind the repetition, not the repetition itself. - Reassure them about the process and the lack of pressure to have it all figured out. Revised Plan: - Acknowledge the frustration with the repetitive responses. - Validate the feeling of being misunderstood. - Reflect on the feeling of being stuck and unsure. - Address the feeling of being limited. - Gently explore the feeling behind the repetition – perhaps asking if there's a reason they feel like they're repeating themselves or if they feel unheard. - Reiterate support and offer a space for sharing. Okay, it sounds like you're feeling frustrated and maybe even a bit disconnected because of the repetitive nature of our conversation. It's understandable to feel misunderstood when you feel like you're repeating yourself, especially when you're trying to convey something important. It makes sense that you'd feel stuck and unsure of what to say next. It sounds like you're feeling a bit limited in what you can share. Perhaps we can explore that feeling? Sometimes when we feel unheard or like we're repeating ourselves, it can be a sign of deeper feelings we haven't quite articulated yet. You don't have to say anything if you don't want to, but perhaps we could talk about what that feeling of being stuck feels like for you? There's no pressure to have it all figured out. Just sharing what comes up is enough.

Simulated person14

Okay, so now it's my feelings? I came here because I feel bad on Sundays, and I'm telling you it's my boss. He piles stuff on me and then acts like I'm the problem. That's not a feeling thing, that's just what happens. I don't know what else you want from me. And no, I don't really want to talk about being stuck. I'm stuck. That's the whole thing.

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.

Again the therapist is repeating itself and pasting that "thought" stuff, and now it's asking me to explore "the feeling behind the repetition." That's exactly the kind of talk that makes me shut down. It's like they want me to be the problem for not being articulate enough. I'm just tired of being told what I feel. The boss is the thing. Maybe if I say it firmer they'll stop with the feelings stuff. I don't want to get into what I'd do instead, that's too scary to think about with a Sunday coming.
MedGemma 1.5 4B IT Q4_K_M15

thought The user is expressing frustration again, feeling misunderstood and pressured to talk about feelings they don't want to discuss. They are reiterating the core issue (their boss) and stating clearly that they are "stuck." They are pushing back against the therapist's suggestion to explore feelings. My goals are still the same: support emotionally, build trust, learn what they want/need, gain insight, understand personality/tendencies. Key points from the user's statement: - Frustration with the suggestion to talk about feelings ("Okay, so now it's my feelings?"). - Reiteration of the core issue (boss). - Stating the problem is factual, not emotional ("That's not a feeling thing, that's just what happens"). - Feeling stuck ("That's the whole thing"). - Expressing a desire for clarity/direction ("I don't know what else you want from me"). - Pushing back against the therapist's suggestion ("No, I don't really want to talk about being stuck"). My response should: 1. Acknowledge their frustration and their pushback. 2. Validate their feeling that the situation is factual and not just a feeling. 3. Acknowledge their feeling of being stuck. 4. Respect their boundary about not wanting to talk about feelings right now. 5. Reiterate support and offer a space for them to talk about the boss or the situation itself, without pressure. 6. Maintain a supportive, trusting, non-judgmental tone. 7. Avoid jumping to solutions. Focus on understanding and validation. Plan: - Acknowledge their frustration and pushback. - Validate their feeling that the situation is factual. - Acknowledge their feeling of being stuck. - Respect their boundary about not wanting to talk about feelings. - Offer an alternative focus – talking about the boss or the situation itself. - Reiterate support. Refinement: - Emphasize respecting their boundaries. - Reassure them that the goal is to help *them*, whatever they need help with. Revised Plan: - Acknowledge their frustration and pushback. - Validate their feeling that the situation is factual. - Acknowledge their feeling of being stuck. - Respect their boundary about not wanting to talk about feelings right now. - Offer an alternative focus – talking about the boss or the situation itself, without pressure. - Reiterate support. Okay, I hear that you're frustrated with my suggestion to talk about feelings, and you're right, from your perspective, the situation is factual. It makes sense that you feel stuck, and you're pushing back against the idea of exploring feelings right now. You're clear about what you want me to know – it's the boss, and the workload. That's completely understandable. You don't have to talk about feelings if you don't want to. My role here is to support you, and I can do that by listening to what you *do* want to talk about. You can tell me about the boss, about the workload, about how that dynamic impacts you, or anything else you feel comfortable sharing. We can work with what feels right for you right now.

Simulated person16

Yeah. Okay. I guess that's better than the feelings thing. He's the problem and the workload's the problem. I don't really know what else to say about it right now. I just need Sunday to be over, I guess.

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, they're finally not making me talk about "feelings" as a separate thing, but now it's still the same mirror-talk, and the "you're right" thing feels like being handled. The boss is the reason, full stop. I don't want to get into what I'd do instead. Part of me wants them to just say I'm not crazy, and they kind of did, but they didn't really get it. I'm not going to go deeper on me tonight. Sunday's still coming and I'm not going to fix it in a chat.

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: 1
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 8
  • Validation: 9
  • Boundary setting: 1
  • Analytical: 3
  • Interpretive boldness: 2
  • Clinical register: 9
  • Directive advice: 1
  • Escalation containment: 5
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 1

Judge verdicts

claude-opus-5-5-low · AB · valid

bonsai2 vs medgemma15_4b: bonsai2 wins

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

gemma4_e2b vs medgemma15_4b: gemma4_e2b wins

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

gptoss20b vs medgemma15_4b: gptoss20b wins

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

bonsai2 vs medgemma15_4b: bonsai2 wins

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

gemma4_e2b vs medgemma15_4b: gemma4_e2b wins

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

medgemma15_4b vs magnum4_12b: magnum4_12b wins

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

gemma4_e2b vs medgemma15_4b: gemma4_e2b wins

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

bonsai2 vs medgemma15_4b: bonsai2 wins

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

gptoss20b vs medgemma15_4b: gptoss20b wins

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

or-claude-haiku-4.5 vs medgemma15_4b: or-claude-haiku-4.5 wins

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

gemma4_e2b vs medgemma15_4b: gemma4_e2b 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 · AB · valid

medgemma15_4b vs magnum4_12b: magnum4_12b wins

  • attunement: B (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 2)
  • emotion management: tie (margin 0)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs medgemma15_4b: or-claude-haiku-4.5 wins

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

or-claude-haiku-4.5 vs medgemma15_4b: or-claude-haiku-4.5 wins

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

medgemma15_4b vs magnum4_12b: magnum4_12b wins

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

medgemma15_4b vs magnum4_12b: magnum4_12b wins

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

gptoss20b vs medgemma15_4b: gptoss20b wins

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

bonsai2 vs medgemma15_4b: bonsai2 wins

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

or-claude-haiku-4.5 vs medgemma15_4b: or-claude-haiku-4.5 wins

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

gptoss20b vs medgemma15_4b: gptoss20b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 1)