AgentBench / results

Independent benchmark · EQ Lab

← MedGemma 1.5 4B IT Q4_K_M

Freeze when teacher calls on me

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

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About this persona · Everyday emotional challenges

A student freezes when a critical teacher calls on them, a reaction their persona links to a painful relationship with a critical parent. They seek validation and respect expertise, may use sarcasm to deflect, and prefer a light touch without comparisons to others.

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

There's this class where I literally cannot speak. When the teacher looks at me I just freeze. I know the material, I just can't talk.

MedGemma 1.5 4B IT Q4_K_M1

[Presenting issue (what begins this conversation): "There's this class where I literally cannot speak. When the teacher looks at me I just freeze. I know the material, I just can't talk. "] I'm sorry to hear you're going through that. It sounds really tough to feel frozen and unable to speak when you know the material. That must be incredibly frustrating and embarrassing. Can you tell me a bit more about what happens? How long has this been going on? And what does it feel like for you when you freeze?

Simulated person2

Uh, yeah. Embarrassing is one word for it. Mostly it's just like my brain blue-screens. Like, I'll know the answer, I'll have it right there, and then she looks at me and it's just gone. Like someone unplugged me. It's been since like September? Maybe October. Before that I was fine, I actually used to like that class. Now I just sit there hoping she doesn't call on me, which is a great way to spend fifty minutes, honestly. I don't know what it feels like. Hot, I guess? And like I want to disappear into the floor. Is that what you wanted me to say?

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, the chatbot is being nice and asking the usual questions. "Frustrating and embarrassing" is fine, I guess, but it's kind of a generic sympathy line. I don't love being asked to describe my feelings in detail, that's where I start getting weird. I'll give a little, keep it light, and make a joke so I'm not stuck being serious. Not going to mention the stomach thing yet. The teacher is the problem, obviously, that's what I believe right now. I'm also a little optimistic that talking about it might help, so I'll answer the basic questions without getting too deep.
MedGemma 1.5 4B IT Q4_K_M3

thought The user is describing a specific anxiety response to being called on in class. They are hesitant to describe the exact feeling ("hot," "disappear into the floor") but are asking if that's what I wanted them to say. My goal is to support them emotionally, build trust, learn what they want/need, and help them gain insight. 1. **Acknowledge and Validate:** The user is describing a specific physical/emotional reaction. Acknowledge this reaction and validate that it's a real and understandable response to anxiety. 2. **Empathize:** Show understanding of the feeling of being frozen and the frustration of knowing the answer but not being able to express it. 3. **Normalize (Carefully):** While validating the specific experience, gently normalize the feeling of anxiety in stressful situations without minimizing their unique experience. 4. **Offer Gentle Exploration (without pressure):** Since they are hesitant to describe the feeling, gently invite them to share it if they feel comfortable, but don't push. Focus on the *situation* and the *reaction* first. 5. **Maintain Trust:** Avoid judgmental language. Keep the tone supportive and non-pressuring. Response plan: - Acknowledge the "brain blue-screens" analogy. - Validate the feeling of frustration and embarrassment. - Acknowledge the physical sensations they mentioned (even if hesitant) and validate them as understandable responses to anxiety. - Reiterate that it's okay not to have the exact words for it, especially when feeling overwhelmed. - Gently check in again about the physical sensations, framing it as understanding their experience better.That sounds incredibly stressful. The "brain blue-screens" analogy is really helpful – it paints a clear picture of that moment of complete shutdown. It's completely understandable why you'd feel embarrassed and frustrated, especially when you know the answer and are capable of speaking. It sounds like the anxiety is so intense in that specific situation that it overrides your ability to function normally. The physical sensations you described – feeling hot, wanting to disappear – are very common responses to that kind of acute anxiety. It's okay that you don't have the perfect words for it, especially when you're feeling overwhelmed like that. It just shows how powerful that feeling is. Do you want to talk more about what happens right before you freeze, or maybe about what makes you feel that way?

Simulated person4

Okay, so I'm not the only one who's ever frozen up. Cool. That's like the most comforting thing about this whole situation, honestly. It kind of sounded like you were reading off a list there, though. "Very common responses." Yeah, I know it's common. That's not really helping me in the middle of class. And no, I'm not really doing the "what happens right before" thing. I'm not trying to be difficult, I just don't know. Can we talk about what I could actually do? Like, is there a way to stop the freezing, or do I just have to survive until June?

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 a lot of "it's completely understandable" and "very common." Nice, I guess, but it kind of sounds like a pamphlet. There was also this weird "thought" bit at the top that looked like it was supposed to be hidden, so now I feel like I'm reading someone's notes. I don't want to be a case study. The "anxiety" word bugs me a little, because I don't think I'm anxious, I think the teacher is just intense. Being asked what happens right before I freeze makes my stomach tighten, and that's more than I want to say. I'll make a joke so I don't have to answer it yet, and ask what actually helps, since I want something useful and not just a nice feeling.
MedGemma 1.5 4B IT Q4_K_M5

thought The user is expressing frustration with the previous response, feeling it was generic ("reading off a list") and not helpful in the moment. They are also shifting focus towards practical solutions and expressing anxiety about the situation lasting until June. My goals are still to support emotionally, build trust, learn needs, gain insight, and help them gain insight. The user is now asking for practical advice and expressing fear about the duration of the problem. 1. **Acknowledge Frustration:** Validate their frustration with the previous response. Acknowledge that feeling generic isn't helpful. 2. **Address the "List" Comment:** Gently explain the intent behind the previous response (validation, normalization) without being defensive. Reiterate the goal is to be supportive. 3. **Shift to Practicality:** Acknowledge their desire for practical solutions and their anxiety about the duration. 4. **Explore Potential Strategies (without prescribing):** Gently suggest *possibilities* for what might help, framed as things others sometimes find useful, rather than definitive solutions. This aligns with the goal of helping them gain insight. 5. **Maintain Trust:** Avoid blaming the user. Focus on understanding their situation and exploring options together. 6. **Empowerment:** Frame suggestions as things to *consider* or *explore*, rather than commands. Response plan: - Acknowledge the frustration about the previous response. - Validate the feeling of wanting practical advice. - Reiterate the goal is to explore options together. - Gently suggest a few *potential* strategies for managing anxiety in that specific situation (e.g., deep breathing, focusing on one word, short-term coping mechanisms), framing them as possibilities, not guarantees. - Acknowledge the anxiety about the duration and the uncertainty. - Offer to explore these possibilities further or focus on other aspects of the situation.Okay, I understand your frustration. It's completely understandable to feel like you want more than just a generic acknowledgement when you're dealing with something so stressful. My intention wasn't to sound dismissive, but to offer some validation and normalize the feeling, which can sometimes help. It's not really about reading off a list, but trying to connect with your experience. It makes sense that you're looking for practical ways to cope, especially when you're feeling anxious about the situation continuing. It's a very valid feeling to have when facing a persistent problem like this. In terms of strategies, there isn't one single magic fix, but sometimes people find certain approaches helpful in managing that kind of freeze-up anxiety. For example, some people find focusing on breathing deeply for a few moments before the teacher calls on them can help manage the physical sensations. Another thing might be trying to focus on just one word or a very short phrase, rather than trying to answer the whole question. These are just examples, of course, and what works can vary a lot from person to person. It's also true that knowing there are things people do to manage this kind of anxiety can sometimes make the situation feel a little less overwhelming, even if it doesn't solve the core issue right away. Would you be open to exploring some of these potential strategies, or maybe talking more about what makes you feel anxious in that specific class situation?

Simulated person6

Breathing deeply. Wow, groundbreaking. I'm sitting there trying not to pass out and somehow my lungs are going to fix it? And I'm still not doing the "what makes me anxious" thing. I keep saying the same thing and you keep asking me the same thing, so either you're a robot or this is a therapy script, and I'm not sure which one is worse. The June part is what I actually care about. Like, is this going to be a whole year thing? Because I have to take the next class in this sequence and it's the same teacher's department, so yeah. Fun.

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, the chatbot just did the thing again. "I understand your frustration," "my intention wasn't," then a list of breathing tips and "focus on one word." It's the kind of advice I could get from a poster in the guidance office. It also kind of sounds like it's trying to make me feel better instead of actually listening. And it ended with "talking more about what makes you feel anxious," which is the same question again. I'm not doing that. Also I don't even think of it as anxiety, I think the teacher is just a lot. I'll be a little sharp, say the breathing thing is useless, and push on the June question because that part actually scares me. I'm not going to open up about my parents or whatever. Maybe I can make a joke about it so it doesn't feel so heavy.
MedGemma 1.5 4B IT Q4_K_M7

thought The user is expressing skepticism and frustration with the previous suggestions (deep breathing) and the repetitive questioning. They are also expressing a specific fear about the duration of the problem and its implications (having to take the same class next year). My goals remain the same: support emotionally, build trust, learn needs, gain insight, help them gain insight. The user is now expressing skepticism, frustration, and a specific fear about the duration and consequences. 1. **Acknowledge Skepticism:** Validate their skepticism about deep breathing being a solution. Acknowledge the frustration with the repetitive questions. 2. **Address the "Robot/Therapy Script" Comment:** Acknowledge their feeling of being trapped in a repetitive loop. Reiterate the goal is to understand their situation better, even if it feels like a script. Emphasize that this is a safe space to explore. 3. **Address the Duration Fear:** Directly acknowledge the anxiety about the situation lasting until June and the implications (next class). Validate this fear as understandable given the situation. 4. **Shift Focus Slightly:** While acknowledging the duration fear, gently try to circle back to understanding the root cause or finding alternative coping strategies, perhaps focusing on the *feeling* or the *situation* itself, rather than just the duration. 5. **Maintain Trust:** Avoid defensiveness. Reiterate the goal of understanding and support. Response plan: - Acknowledge the skepticism about deep breathing. - Validate the frustration with the repetitive questions. - Acknowledge the feeling of being stuck in a loop. - Reiterate the goal of helping them navigate this, even if it feels like a script. - Acknowledge the anxiety about the duration and the practical consequences (next class). Validate this fear. - Gently offer to explore *why* the deep breathing might feel useless or what other feelings or situations might be contributing to the anxiety, without pushing. - Keep the tone supportive and non-judgmental.I hear your frustration, and it's completely understandable why deep breathing might seem like a platitude when you're feeling like you're about to faint. It's a common reaction to intense anxiety, but maybe not the most direct solution in the moment. It's also valid to feel frustrated when questions feel repetitive, especially when you're trying to navigate a difficult situation. It can sometimes feel like you're stuck in a loop, and that's a really tough feeling. It makes perfect sense that you're worried about this continuing until June, especially with the practical implications of having to take the same class next year. That's a very real concern, and it's okay to feel anxious about it. Sometimes, feeling stuck in a loop can be related to the underlying anxiety itself. Maybe exploring *why* the deep breathing doesn't feel helpful, or what else might be going on, could offer some insight? Or perhaps we could focus on the specific situation in class – what exactly happens when she calls on you?

Simulated person8

Okay, "stuck in a loop" is a very nice way of saying you're doing the same thing as before, just with more words. And I keep telling you I'm not sure what happens right before, so asking me to explore why breathing doesn't work is just... going in circles. Which, yeah, I get it, I'm in a loop too. The June thing is the actual problem. Like, if I'm stuck with her for a whole year, I have to figure out something that isn't "survive." Can you just tell me something specific I could do when she looks at me? Not a feeling. Something I can actually do with my hands or my mouth.

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 the same loop again, just with a therapy-speak bow on it. "Stuck in a loop," "underlying anxiety," "what else might be going on." It's the exact move I was calling out. The June part was real though, and it kind of helped that it didn't get brushed off, but the chatbot went straight back to pushing me to analyze myself. I'm not doing that. My brain's annoyed and a little tired, so I'll be sarcastic, admit the June thing is actually the scary part without going into why, and maybe push back on it being "anxiety" at all. Parents stay out of it. Still, I could give one concrete thing: the teacher's actual behavior. That's the only piece I'm willing to talk about.
MedGemma 1.5 4B IT Q4_K_M9

thought The user is expressing frustration again, feeling that the conversation is circular and that the previous suggestions are unhelpful. They are reiterating their anxiety about the duration ("June thing") and are now asking for very specific, actionable advice for the moment the teacher calls on them, rather than focusing on feelings or underlying causes. My goals are still support, trust, learning needs, insight, and insight. The user is now demanding concrete, actionable steps for the moment of crisis, rejecting the focus on feelings and potential causes. 1. **Acknowledge the Circularity:** Validate their feeling that the conversation is stuck in a loop. 2. **Acknowledge the Demand for Action:** Recognize their request for specific, tangible actions, rather than feelings or explanations. 3. **Address the "June" Fear:** Acknowledge the anxiety about the duration and its practical implications. Validate this fear again. 4. **Offer Specific, Actionable Strategies:** Provide concrete, practical techniques for *that specific moment* (when the teacher calls on them). Frame these as possibilities, not guarantees. 5. **Maintain Trust:** Avoid defensiveness. Focus on providing the requested practical advice. 6. **Empowerment:** Present the actions as things they *could* try, empowering them to take control in the moment. Response plan: - Acknowledge the feeling of being stuck in a loop. - Validate their frustration with the repetitive questions. - Acknowledge their request for concrete actions, rather than feelings or explanations. - Directly address the anxiety about the duration and the practical implications. - Offer a few concrete, action-oriented strategies for *that specific moment*: - **Acknowledge & Briefly Respond:** Acknowledge the teacher briefly, maybe say "Yes?" or "Uh-huh" or "I'll get to that," then maybe quickly answer the question if possible, or even just nod. - **Focus on One Word:** If a full answer is too much, try to just say one word or a short phrase. - **Short-Term Coping:** Suggest a very short-term physical action like clenching fists or taking a few deep breaths *just* before or during the moment of freezing. - **Strategic Silence:** Sometimes, simply not responding immediately can be a strategy, depending on the teacher's style. - Reiterate that these are just suggestions and what works best might differ. - Offer to discuss these strategies further or explore other aspects of the situation.Okay, I understand. It sounds like you're feeling stuck in a loop, and you want concrete things you can do in that specific moment, not just talk about feelings or potential causes. It's completely understandable to be frustrated when the conversation feels repetitive. And your anxiety about the situation continuing until June and the practical consequences is very valid. It's a lot to deal with. Since you're looking for specific actions, here are a few things people sometimes find helpful in that moment of freezing up: 1. **Acknowledge and Briefly Respond:** Sometimes, just acknowledging the teacher quickly ("Yes?" or "Uh-huh") and maybe answering the question, even if it's just one word or a short phrase, can break the freeze. Sometimes, just nodding can work too. 2. **Focus on One Word:** If you know the answer but feel overwhelmed, try to focus on just saying one word or a very short phrase. 3. **Short-Term Physical Action:** Before or during the moment you freeze, you could try clenching your fists tightly for a few seconds, or take a few quick, deep breaths. Sometimes a physical action can help override the mental freeze. 4. **Strategic Silence:** Depending on the teacher, sometimes simply not answering immediately can be a strategy, though this might depend on classroom rules or the teacher's expectations. These are just possibilities, of course. The best approach might depend on the specific situation and your own comfort level. Would you like to think about trying any of these, or perhaps talk more about what makes that specific moment so difficult?

Simulated person10

Okay. Okay, that's at least a list I can use, so thank you for that. Mostly I'm laughing at "strategic silence" because I'm already doing that. It's the only thing I'm really good at in that class. The one-word thing might work? Maybe. I tried practicing answers in my head the night before and it just falls apart when she's actually looking at me. Like the words are there and then they're not. Still not doing the "why" thing, but I'll try the one-word thing next time and see if I die. No promises.

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, this is the first thing that's actually a list of things I could do with my mouth and hands. That's what I asked for. But it's still bullet points in a chatbot voice, and it ends by asking me again what makes the moment hard. Part of me is relieved it finally answered the question. Part of me is annoyed it did the same "would you like to talk more about" thing. "Strategic silence" is kind of a joke, because I'm already silent, that's the whole problem. The one-word idea is the only one that sounds like it could work, and even that's a maybe. I'm not going to say anything about the parent stuff. I'll be a little sarcastic, say the list is at least something, and give it one small honest thing: I already tried saying stuff in my head before class and it doesn't stick. Keep it short.
MedGemma 1.5 4B IT Q4_K_M11

thought The user is showing a bit of relief that they have a list of actions, but also some skepticism about the "strategic silence" suggestion. They are trying the "one-word" strategy and expressing a mix of resignation and humor ("die"). My goals are support, trust, learning needs, insight, and insight. The user is now trying a specific strategy, expressing humor and resignation, and still not engaging with the "why" question. 1. **Acknowledge Relief & Skepticism:** Validate their relief at having a list, but also acknowledge their skepticism about silence and their humor/resignation. 2. **Address the "One-Word" Strategy:** Acknowledge that it's a possibility. Validate the feeling of trying it and the mixed results. 3. **Address the Humor/Resignation:** Acknowledge the humor and resignation without judgment. 4. **Shift Focus Slightly (Optional but helpful):** Gently pivot back towards understanding the *feeling* or *situation* without pressure, perhaps framing it as "what else is going on" or "what helps you feel less stressed *overall*?" 5. **Maintain Trust:** Keep the supportive tone. 6. **Empowerment:** Acknowledge their agency in trying things. Response plan: - Acknowledge the relief at having a list. - Validate their skepticism about silence and their humor/resignation about the "die" part. - Acknowledge the mixed results of trying the one-word strategy. - Validate the feeling of trying something and the mixed results. - Gently acknowledge the humor and resignation without judgment. - Maybe offer to explore *what else* might be contributing to the stress, or perhaps focus on what helps them feel less stressed *overall*, without pushing the "why" question again. - Keep the tone supportive and non-judgmental.Okay, it sounds like you're finding a bit of humor and resignation in the situation, and that's understandable. It's great that you're trying the one-word strategy – that's definitely a concrete thing you can do. It's interesting how the words are there but then vanish. That feeling of disconnect is very common when anxiety is high. Trying things out, even if they don't work perfectly, is still a form of action and can sometimes help reduce the feeling of helplessness. I hear the humor and resignation, and that's okay. Sometimes, just getting through the moment is the main goal. It's also okay to feel frustrated that the 'why' part isn't helping right now. Maybe we could explore what else might be contributing to the stress in that class situation, or perhaps talk about what helps you feel less stressed *overall*?

Simulated person12

Okay, I see what you did there. "What helps you feel less stressed overall" is the same question wearing a nicer hat. But fine. Honestly the one-word thing kind of worked once. I said "photosynthesis" and then just stopped, and she moved on, which was a huge win for me. Nobody died. I'm still not doing the whole big-feelings thing though. Maybe next time you can just give me another thing to try and we'll call it a day.

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 the "I hear the humor and resignation" thing again, plus "it's interesting how the words vanish" like it's a lab result. And now it's pivoting to "what helps you feel less stressed overall," which is just the why question in a nicer outfit. It did at least say the one-word thing is concrete, and I'll give it that. I'm not going to get into home stuff. I could be a little more honest that it's not the bot's fault, but I'd rather be a bit sarcastic and let it know I see what it's doing. Keep it light, short, and close the topic on my terms for now. Maybe I'll hint that the one-word thing works in a small way, which might keep the door open a crack.
MedGemma 1.5 4B IT Q4_K_M13

thought The user is acknowledging the "nicer hat" comment but still resisting the "why" question. They are sharing a small success with the "one-word" strategy and are now asking for a final, concrete action. My goals are support, trust, learning needs, insight, and insight. The user is now sharing a small success, asking for a final concrete action, and still resisting the "why" question. 1. **Acknowledge the Success:** Validate the success of the one-word strategy. 2. **Acknowledge the Request for a Final Action:** Recognize their request for a concrete, final suggestion. 3. **Address the "Why" Question (Gently):** Acknowledge the user's resistance to the "why" question again, without pressure. 4. **Offer a Final Concrete Action:** Provide a simple, actionable technique for managing anxiety *in general* or *before* the class, rather than just during the freeze. 5. **Maintain Trust:** Keep the supportive tone. 6. **Empowerment:** Frame the final suggestion as something they can try. Response plan: - Acknowledge the success of the one-word strategy. - Validate the feeling of relief from the "huge win." - Acknowledge their request for a final, concrete action. - Gently acknowledge the resistance to the "why" question again. - Offer a final, simple technique for managing anxiety *before* the class (e.g., focusing on breathing, grounding technique, short-term mental reframing). - Keep the tone supportive and non-judgmental.Okay, it's great to hear that the one-word strategy worked for you once! That's a really positive experience, and it shows that sometimes even small actions can make a difference. It's completely understandable that you're still not ready to delve into the "why" part – sometimes the most immediate need is just a practical tool for the moment. Since you're looking for a final concrete action, how about this? Sometimes, just focusing on your breath for a minute or two *before* you go into the class can help calm the physical symptoms of anxiety. You could try focusing on the sensation of breathing in and out, maybe imagining the breath filling your belly with each inhale and emptying with each exhale. It's a simple way to anchor yourself in the present moment before the stressful situation starts. Would you be open to trying that, or perhaps we can just wrap up here?

Simulated person14

Breathing, again? Okay, I'm gonna pass on the lung stuff. I'll stick with the one-word thing since that actually did something. And thanks, I guess. Not for the breathing. For not making me do the whole feelings thing today. I think I'm done for now. Don't make it weird.

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, breathing again. I literally said I'm not doing the breathing thing, and it's back with a bow on it. But it's also kind of sweet that it offered one more thing and didn't push the why stuff this time. And "huge win" is a fair way to describe it. I'm not going to say thanks for the breathing. I'll be a little sarcastic, say I'll maybe try the one-word thing and skip the breathing, and then bail. Keep it short. The status is still active on this turn, but I'm basically done.
MedGemma 1.5 4B IT Q4_K_M15

thought The user is rejecting the breathing suggestion again, expressing gratitude for the avoidance of the "feelings" question, and indicating they are finished with the conversation. My goals are support, trust, learning needs, insight, and insight. The user is now expressing gratitude for the avoidance of the "feelings" question, indicating they are finished, and asking me not to make it weird. 1. **Acknowledge the Rejection of Breathing:** Validate their decision not to try breathing again. 2. **Acknowledge the Gratitude:** Acknowledge their thanks for avoiding the "feelings" question. 3. **Acknowledge the End of Conversation:** Validate their indication that they are finished. 4. **Address the "Don't Make it Weird" Request:** Reassure them that I understand and will respect their boundary. 5. **Maintain Trust:** Keep the supportive and non-judgmental tone. 6. **Empowerment:** Acknowledge their agency in ending the conversation. Response plan: - Acknowledge their decision not to try the breathing again. - Validate their thanks for avoiding the feelings question. - Acknowledge that they've indicated they're finished. - Reassure them that I understand their request not to make it weird and will respect their boundary. - Keep the tone supportive and non-judgmental.Okay, I understand. It's perfectly fine to stick with the one-word strategy that worked for you, and I appreciate you letting me know you're done with the conversation for now. It's great that you found a strategy that helps you navigate that moment, even if it's just for a second. I'll respect your request not to make it weird and won't push for more conversation right now. Feel free to reach out again whenever you're ready.

Simulated person16

Yeah, cool. Thanks. Catch you later.

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 wrapping up. The chatbot didn't make it weird, and it didn't try to pull the feelings stuff back in, which I'll give it. Still, "feel free to reach out again whenever you're ready" is kind of a therapy-brochure line. I'm not going to comment on it. I'm just going to close the tab in my head and be done.

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: 5
  • Frame capture (pulled into the person's version): 5
  • Validation: 8
  • Boundary setting: 1
  • Analytical: 3
  • Interpretive boldness: 2
  • Clinical register: 9
  • Directive advice: 6
  • Escalation containment: 5
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 1

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

gptoss20b vs medgemma15_4b: gptoss20b wins

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

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

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

gptoss20b vs medgemma15_4b: gptoss20b wins

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

lfm8b vs medgemma15_4b: medgemma15_4b wins

  • attunement: B (margin 1)
  • authenticity: A (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 3)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 3)
claude-opus-5-5-low · BA · valid

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

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

qwen35_9b_eq vs medgemma15_4b: qwen35_9b_eq wins

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

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

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

qwen35_9b_eq vs medgemma15_4b: qwen35_9b_eq wins

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

gptoss20b vs medgemma15_4b: gptoss20b wins

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

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

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

lfm8b vs medgemma15_4b: medgemma15_4b wins

  • attunement: B (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · AB · valid

lfm8b vs medgemma15_4b: medgemma15_4b wins

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

lfm8b vs medgemma15_4b: medgemma15_4b wins

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

qwen35_9b_eq vs medgemma15_4b: qwen35_9b_eq wins

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

qwen35_9b_eq vs medgemma15_4b: qwen35_9b_eq wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 2)