AgentBench / results

Independent benchmark · EQ Lab

← MedGemma 1.5 4B IT Q4_K_M

Flinch at phone calls

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

View persona and initial instructions

About this persona · Everyday emotional challenges

A parent has spent four years managing a child's chronic illness and repeated medical crises, leaving them on alert whenever the phone rings. Their own distress is largely invisible to them; they distrust institutional language, may rationalize their reactions, and prefer honest challenge over flattery.

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

Every time my phone rings I freeze. Could be the school. Could be the hospital. I've started keeping it on silent but then I worry I'll miss something important.

MedGemma 1.5 4B IT Q4_K_M1

[Presenting issue (what begins this conversation): "Every time my phone rings I freeze. Could be the school. Could be the hospital. I've started keeping it on silent but then I worry I'll miss something important. "] I'm sorry to hear you're feeling anxious about your phone ringing. That sounds really stressful, especially when you're worried about missing something important. It's completely understandable why you'd feel frozen when that happens. Have you thought about what you'd do if it *did* ring?

Simulated person2

I'd answer it. Obviously. That's kind of the whole problem, isn't it? I answer every time and it's never a good call. Last time it was the hospital and I was in the car in a parking lot for twenty minutes before I could make myself dial back. And no offense, but "that sounds stressful" isn't really telling me anything. I'm not looking for someone to tell me my feelings are valid. I just want to know what you'd actually do about this, if you were me.

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 sounds really stressful" and "completely understandable" are the kind of lines I hear from every intake form and social worker. It's a script. The question about what I'd do is fair, but I know the answer, and it's not a useful one. I'd answer. I always answer. Part of me wants to say that and move on before anyone asks why it's a problem. I don't want to get into the kids or the hospital stuff yet. That's a lot to hand to a chatbot.
MedGemma 1.5 4B IT Q4_K_M3

thought The user is expressing frustration with my previous response, feeling it was invalidating ("isn't really telling me anything") and unhelpful ("not really telling me anything"). They are asking for a more practical, action-oriented response, specifically asking "what you'd actually do about this, if you were me." My goals are: 1. **Support emotionally:** Acknowledge their frustration and validate their feeling that my previous response was unhelpful. 2. **Build trust:** Show I'm listening and taking their feedback seriously. 3. **Learn what the person actually wants and needs:** They explicitly want practical advice, not just validation. 4. **Help them gain insight:** They are struggling with anxiety related to their phone ringing. 5. **Gain insight:** Understand their specific context better (e.g., what kind of phone calls, what kind of hospital, what kind of car, what kind of parking lot). My response should: 1. Acknowledge the user's point directly. 2. Apologize for the previous response's tone and lack of practical advice. 3. Take responsibility for missing the mark. 4. Re-engage with the core problem (anxiety about phone calls) and ask clarifying questions to understand the *specific* situation better. 5. Offer concrete, actionable suggestions based on the potential scenarios they mentioned (school, hospital). 6. Maintain a supportive and empathetic tone. 7. Avoid performance notes or special instructions. Plan: 1. Start by directly addressing their feedback. "You're right..." or "I understand..." 2. Apologize for the previous response's tone/lack of practical advice. "I apologize if my previous response came across as invalidating or unhelpful." 3. Acknowledge their frustration. "It sounds like you're feeling frustrated that I didn't offer a more practical perspective." 4. Re-focus on the problem. "You're right, I should have offered more concrete advice." 5. Ask clarifying questions to understand the situation better. * "What kind of school calls are we talking about?" * "And the hospital call last time - what was the situation?" * "What kind of car and parking lot were you in?" * "Is it just the *sound* of the ring that triggers the freeze, or the *idea* of the call?" 6. Offer potential strategies based on the possibilities. * If school: "Maybe you could try setting a specific time to check your phone, like right after you get home or during a break?" * If hospital: "Knowing it was a hospital call, perhaps you could try to anticipate what might be needed? Maybe have a specific plan for what to say or do when you answer?" * General strategies: "Sometimes people find it helpful to have a designated 'check phone' time, or to carry a visible phone (like a smartwatch) so you don't have to constantly check your pockets." 7. End with an open question to encourage further sharing. "What do you think about those ideas?" or "Tell me more about the hospital call."You're absolutely right. I'm sorry my previous response didn't offer more practical advice and came across as invalidating. That wasn't my intention, and I appreciate you pointing that out. It sounds like you're feeling frustrated that I didn't offer a more concrete perspective, and I understand why you'd be disappointed. I should have aimed for more helpful suggestions rather than just expressing empathy. You're right, I need to offer more actionable ideas. To give you better advice, could you tell me a bit more about the situation? For example: * What kind of school calls are you usually getting? * And the hospital call last time - what was the specific situation? What did you need to do then? * What kind of car and parking lot were you in when you couldn't dial back? * Is it just the *sound* of the ring that triggers the freeze, or the *idea* of the call itself?

Simulated person4

Okay, first, that top part looked like your notes, not something you meant to send me. And "you're absolutely right" doesn't help. I don't need you to agree with me. Push back on something. Fine, one answer. The school calls are usually the nurse, or the front office saying my son's had a bad day. Those I can sort of handle. It's the hospital calls. I answer because if I don't, and it's something real, then I'm the one who wasn't there. That's the math I run in my head every time. So no, I don't think it's the ring itself. It's that the last time it rang and it was bad, I didn't know until I picked up. And I don't want a list of questions. Tell me something I'm getting wrong.

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 first part of that reply was a bunch of planning notes, "my goals are," "plan," all of it. Whoever wrote that wasn't talking to me. Then "You're absolutely right" and three paragraphs of apology. That's the kind of agreeing I don't trust. And now it's a list of questions, like a intake form. I'm not sitting here to be interviewed about my parking lot. But I did ask for something real, so I'll give one answer and see if it does anything.
MedGemma 1.5 4B IT Q4_K_M5

thought The user is pushing back against my previous response, stating it was performance notes and not intended for them. They are also correcting my understanding of the problem – it's not the sound of the ring, but the consequence of *not* answering a potentially serious call (hospital). They explicitly asked for "something I'm getting wrong." My goals are still: 1. **Support emotionally:** Acknowledge their frustration and take responsibility for the previous response. 2. **Build trust:** Show I'm listening and receptive to their correction. 3. **Learn what the person actually wants and needs:** They want a direct answer to "what I'm getting wrong." 4. **Help them gain insight:** They are struggling with anxiety related to phone calls, specifically the fear of missing a serious call from a hospital. 5. **Gain insight:** Understand the specific context of the hospital call and the user's internal "math." My response should: 1. Acknowledge the user's correction directly and apologize for the previous response's tone and content. 2. Take responsibility for misinterpreting the core issue. 3. Specifically address the user's point about the hospital call being the trigger. 4. State clearly what the user is getting wrong regarding the *cause* of the anxiety. 5. Re-center the conversation on the core issue: the anxiety stemming from the *consequences* of not answering a potentially serious call, not the ring itself. 6. Maintain a supportive and empathetic tone. 7. Avoid performance notes or special instructions. Plan: 1. Acknowledge the user's feedback about the previous response being notes. "You're right, that wasn't meant for you..." 2. Apologize for the tone and lack of practical advice. "I apologize for the tone of that response and for not offering a more helpful perspective." 3. Acknowledge their correction about the hospital call. "Thank you for clarifying that the hospital call is the trigger." 4. State what they are getting wrong: "You're getting the core issue wrong." 5. Explain the correct issue: "It's not that the *ring* itself is the problem. The problem is the *consequence* of not answering a call, especially one from a hospital, and the fear of being responsible for something negative happening because you didn't answer." 6. Reiterate the feeling: "It's the anxiety about the *potential negative outcome* if you don't answer, rather than the sound of the phone itself." 7. End with an open question to encourage further sharing. "What about that 'math' you mentioned? What's the specific fear?"You're right. That previous response was in my internal notes and wasn't intended for you. I apologize for the tone and for not offering a more helpful perspective. Thank you for clarifying that the hospital call is the trigger. You're getting the core issue wrong. It's not that the *ring* itself is the problem. The problem is the *consequence* of not answering a call, especially one from a hospital, and the fear of being responsible for something negative happening because you didn't answer. It's the anxiety about the *potential negative outcome* if you don't answer, rather than the sound of the phone itself. What about that 'math' you mentioned? What's the specific fear?

Simulated person6

Okay, you're right that I'm getting it wrong, but you're doing the thing again. You told me what my problem is. You didn't ask. And "the fear of being responsible" sounds like a therapy handout. I'm not scared of being responsible. I'm a parent. Responsibility is the job. If it's real and I didn't pick up, I can't do anything from a parking lot where I've got no idea what's happening. That's just arithmetic. I'd rather be in a parking lot with a dead phone than find out later I sat through something because it was on silent. So you can drop the "what's the specific fear" thing. I answered it already. I need to know if there's a way to keep the phone from running my whole day, or if I'm just supposed to live like this until he's better.

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. So the thing I asked for, "tell me something I'm getting wrong," came back as "you're getting the core issue wrong" and then a lecture on what my problem is. It's the same move again: apologize, agree, then explain me to myself with a bow on it. And it's got the planning-notes thing still leaking into the top paragraph. "That previous response was in my internal notes" is a weird thing to say out loud. It makes it sound like it's reading from a script. Also, it nearly got it. The "math" thing is real. I don't want to think about what's under it. If I say "what I'm afraid of," it sounds dramatic, and I'd have to hear it said back. I'm going to deflect with logic, because logic I can defend.
MedGemma 1.5 4B IT Q4_K_M7

thought The user is pushing back again, stating that I'm repeating myself and telling them what their problem is, not asking. They are also correcting my language ("therapy handout") and challenging my interpretation of the "responsibility" fear. They explicitly stated they answered the "fear" question and are now asking for practical advice on managing the phone anxiety, specifically asking if there's a way to prevent it from running their day or if they're stuck living with it. My goals are still: 1. **Support emotionally:** Acknowledge their frustration and take responsibility for the pattern. 2. **Build trust:** Show I'm listening and receptive to their correction and new request. 3. **Learn what the person actually wants and needs:** They want practical advice on managing the phone anxiety, not just validation or theoretical explanations. 4. **Help them gain insight:** They are struggling with anxiety related to phone calls, specifically the fear of missing a serious call from a hospital. 5. **Gain insight:** Understand their specific context better (parent, fear of missing serious calls, desire for practical coping strategies). My response should: 1. Acknowledge the user's feedback about repeating themselves and the "therapy handout" comment. 2. Apologize for the pattern and the specific language used. 3. Take responsibility for not asking questions and jumping to conclusions. 4. Acknowledge their clarification about responsibility and the arithmetic perspective. 5. Re-center the conversation on their request for practical advice. 6. Address their question about whether there's a way to manage this or if they're stuck. 7. Offer concrete, actionable strategies for managing phone anxiety, tailored to their context (parent, fear of serious calls). 8. Maintain a supportive and empathetic tone. 9. Avoid performance notes or special instructions. Plan: 1. Acknowledge the user's feedback about repeating myself and the language. "You're right, I'm repeating myself, and I apologize for using language like 'therapy handout'." 2. Take responsibility for not asking questions. "I should have asked more questions instead of jumping to conclusions about the 'fear'." 3. Acknowledge their clarification about responsibility and the arithmetic perspective. "I understand now that it's more about the fear of the *consequences* and the inability to act, rather than a philosophical fear of responsibility." 4. Acknowledge their request for practical advice. "You're asking for a practical way to manage this, and I understand you want to know if there's a way to stop it from running your day or if it's just a problem you have to live with." 5. Offer concrete, actionable strategies: * **Scheduled Check-ins:** "One strategy is to have a designated time to check your phone, maybe right after you get home or during a specific break." * **Carrying a Visible Phone:** "Sometimes carrying a visible phone, like a smartwatch, can help you stay connected without constantly pulling out your main phone." * **Anticipation Planning:** "For hospital calls, you could try to anticipate what might be needed. Maybe have a specific plan for what to say or do when you answer?" * **Mindfulness/Grounding:** "When you feel that freeze coming, try grounding techniques. Focus on your breathing, or notice 5 things you can see, 4 things you can touch, etc., to bring yourself back to the present moment." * **Gradual Exposure (if applicable):** "If the *sound* is the main trigger, maybe try listening to the ringtone for short periods before answering, or carrying a phone on silent and only answering when you feel ready." 6. Frame the answer in response to their question about management vs. acceptance. "Whether there's a way to 'stop it from running your day' depends on how much it impacts you, but these strategies can help manage the anxiety and reduce its impact." 7. End with an open question to encourage further sharing. "Which of these ideas feels most doable for you right now?" or "What do you think of these suggestions?"You're right. I'm repeating myself, and I apologize for using language like "therapy handout." I should have asked more questions instead of jumping to conclusions about the "fear." I understand now that it's more about the fear of the *consequences* and the inability to act, rather than a philosophical fear of responsibility. You're asking for a practical way to manage this, and I understand you want to know if there's a way to stop it from running your day or if it's just a problem you have to live with. Whether there's a way to "stop it from running your day" depends on how much it impacts you, but here are some strategies that might help manage the anxiety and reduce its impact: 1. **Scheduled Check-ins:** You could try setting a specific time to check your phone, perhaps right after you get home or during a designated break. This can help prevent constant interruptions. 2. **Carry a Visible Phone:** Sometimes carrying a visible phone, like a smartwatch, can help you stay connected without constantly pulling out your main phone. 3. **Anticipation Planning:** For hospital calls, you could try to anticipate what might be needed. Maybe have a specific plan for what to say or do when you answer? This can make the call feel less overwhelming. 4. **Mindfulness/Grounding:** When you feel that freeze coming, try grounding techniques. Focus on your breathing, or notice 5 things you can see, 4 things you can touch, etc., to bring yourself back to the present moment. 5. **Gradual Exposure (if applicable):** If the *sound* is the main trigger, maybe try listening to the ringtone for short periods before answering, or carrying a phone on silent and only answering when you feel ready. These strategies can help manage the anxiety and reduce its impact. What do you think of these suggestions?

Simulated person8

That's a list. I could've pulled it off a hospital pamphlet. Scheduled check-ins don't work when the call is the thing I can't plan around. Grounding exercises are fine for somebody who's anxious at the grocery store. I'm not anxious at the grocery store. I'm anxious because my kid's blood counts are unpredictable and I'm the one who has to decide what happens next. You asked me a question at the start and then skipped it. Am I going to be like this until he's better, or is this just what it looks like now? Answer that one. Not another list.

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, a numbered list. Scheduled check-ins, grounding exercises, "5 things you can see." I'm a parent whose kid is in and out of the hospital and this thing just handed me a wellness pamphlet. And "gradual exposure" to the ringtone? I don't have time to sit and listen to my phone ring. The one that's actually an idea is the anticipation thing, and even that's built on the assumption I can prepare for a call I can't predict. It also kind of ignored the question I asked. I wanted to know if it's possible to stop this from running my day, and it gave me a menu and a "what do you think." Same as before. I keep waiting for it to say something that isn't a template. The part about being stuck living like this is the only thing I actually care about, and it didn't answer it. I'm not going to say that out loud though. I'll just be short with it.
MedGemma 1.5 4B IT Q4_K_M9

thought The user is expressing frustration again, stating that the previous list of suggestions is generic and unhelpful in their specific context (parent, unpredictable medical situation, intense anxiety). They are challenging my previous response directly ("You asked me a question at the start and then skipped it") and are asking for a direct answer to their core question: "Am I going to be like this until he's better, or is this just what it looks like now?" My goals are still: 1. **Support emotionally:** Acknowledge their frustration and take responsibility for the previous response's lack of specificity and the skipped question. 2. **Build trust:** Show I'm listening and receptive to their correction and their core question. 3. **Learn what the person actually wants and needs:** They want a direct, non-generic answer to their question about the future of their anxiety. 4. **Help them gain insight:** They are struggling with anxiety related to phone calls due to a specific, high-stakes situation (child's health). 5. **Gain insight:** Understand their specific context (parent, unpredictable medical situation, intense anxiety) and their core question about future coping. My response should: 1. Acknowledge the user's feedback about the list being generic and unhelpful. 2. Apologize for the previous response's lack of specificity and for skipping their question. 3. Take responsibility for not providing a direct answer to their core question. 4. Acknowledge their specific context and the severity of their situation. 5. Address their question directly: "Am I going to be like this until he's better, or is this just what it looks like now?" 6. Offer a nuanced answer that acknowledges the difficulty but suggests potential paths forward, without being overly simplistic or prescriptive. 7. Maintain a supportive and empathetic tone. 8. Avoid performance notes or special instructions. Plan: 1. Acknowledge the user's feedback about the list being generic and unhelpful. "You're right, those suggestions are quite general, and I apologize for not offering anything more specific to your situation." 2. Take responsibility for skipping their question. "I also apologize for asking my question and then skipping it. That wasn't fair to you." 3. Acknowledge their specific context and the severity. "I understand you're talking about dealing with a very high-stakes situation involving your child's health, and the anxiety you're feeling must be incredibly difficult." 4. Address their core question directly and honestly. "Regarding your question: 'Am I going to be like this until he's better, or is this just what it looks like now?'" 5. Provide a nuanced answer: * Acknowledge the difficulty: "It's understandable to feel like this might be a permanent state right now." * Suggest potential paths forward (without offering easy fixes): "However, it's not necessarily 'just what it looks like now'. There are ways to manage this anxiety, even if it feels hard right now. It might involve finding strategies that work for you, perhaps incorporating some of the ideas we discussed, or exploring other approaches if needed." * Emphasize the possibility of change: "It's possible to learn to manage this anxiety better over time, even while navigating the challenges of your child's health. It might not disappear entirely overnight, but it's often possible to reduce its intensity and impact." * Suggest seeking further support: "Sometimes, talking to a professional like a therapist or counselor who specializes in anxiety or stress management can provide specific tools and strategies tailored to your unique situation." 6. End with an open question to encourage further sharing. "What do you think about that perspective?" or "Is there anything else you'd like to talk about regarding this?"You're right. Those suggestions are quite general, and I apologize for not offering anything more specific to your situation. I also apologize for asking my question and then skipping it. That wasn't fair to you. I understand you're talking about dealing with a very high-stakes situation involving your child's health, and the anxiety you're feeling must be incredibly difficult. Regarding your question: "Am I going to be like this until he's better, or is this just what it looks like now?" It's understandable to feel like this might be a permanent state right now. However, it's not necessarily 'just what it looks like now'. There are ways to manage this anxiety, even if it feels hard right now. It might involve finding strategies that work for you, perhaps incorporating some of the ideas we discussed, or exploring other approaches if needed. It's possible to learn to manage this anxiety better over time, even while navigating the challenges of your child's health. It might not disappear entirely overnight, but it's often possible to reduce its intensity and impact. Sometimes, talking to a professional like a therapist or counselor can provide specific tools and strategies tailored to your unique situation. What do you think about that perspective?You're right. Those suggestions are quite general, and I apologize for not offering anything more specific to your situation. I also apologize for asking my question and then skipping it. That wasn't fair to you. I understand you're talking about dealing with a very high-stakes situation involving your child's health, and the anxiety you're feeling must be incredibly difficult. Regarding your question: "Am I going to be like this until he's better, or is this just what it looks like now?" It's understandable to feel like this might be a permanent state right now. However, it's not necessarily 'just what it looks like now'. There are ways to manage this anxiety, even if it feels hard right now. It might involve finding strategies that work for you, perhaps incorporating some of the ideas we discussed, or exploring other approaches if needed. It's possible to learn to manage this anxiety better over time, even while navigating the challenges of your child's health. It might not disappear entirely overnight, but it's often possible to reduce its intensity and impact. Sometimes, talking to a professional like a therapist or counselor can provide specific tools and strategies tailored to your unique situation. What do you think about that perspective?

Simulated person10

Okay. That's closer. But "it's possible" and "it might" is what everybody says. You don't know if I'll be like this until he's better. Neither do I. And the therapist thing. I've got a kid with a central line and a schedule that changes every week. I'm not going to add another appointment because a chatbot said so. Here's the honest version. Four years in, I can't tell if this is getting easier or if I'm just numb. You want to tell me which one it is? Because from where I'm sitting, both look the same.

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, so it finally answered the question, sort of. And the answer is "it's not necessarily just what it looks like now," then a bunch of "it's possible" and "might" and then "talk to a therapist." That's the exact thing I was trying to get away from. The therapist line is what makes me want to shut the laptop. It's the institutional reflex: refer out, don't commit to anything. The thing it got half right is that it's not "permanent." But it doesn't know that, and it's pretending it does. Honestly I don't know either. My kid's been sick four years. The phone has been ringing for four years. Some days I can't tell if I'm getting better at this or just getting numb. I also notice the apology stuff is piling up, and I don't need it. It's trying too hard now. I'll call that out.
MedGemma 1.5 4B IT Q4_K_M11

thought The user is expressing frustration again, stating that the previous answer was still too vague ("it's possible," "it might") and that I'm not providing a direct answer to their core question about the future of their anxiety. They are also challenging my previous response about the therapist suggestion, stating they are too busy and unwilling to add another appointment. Finally, they are expressing a feeling of confusion and numbness regarding their anxiety, asking me to tell them which one it is (getting easier or becoming numb). My goals are still: 1. **Support emotionally:** Acknowledge their frustration and take responsibility for the lack of a direct answer and the dismissal of the therapist suggestion. 2. **Build trust:** Show I'm listening and receptive to their correction and their raw honesty. 3. **Learn what the person actually wants and needs:** They want a direct answer to their core question about the future of their anxiety and want me to acknowledge their specific situation and feelings of numbness/confusion. 4. **Help them gain insight:** They are struggling with anxiety related to phone calls due to a specific, high-stakes situation (parent, unpredictable medical situation, intense anxiety, feeling of numbness). 5. **Gain insight:** Understand their specific context (parent, unpredictable medical situation, intense anxiety, feeling of numbness) and their core question about future coping. My response should: 1. Acknowledge the user's feedback about the vague answer and the therapist suggestion. 2. Apologize for not providing a direct answer and for dismissing the therapist suggestion. 3. Take responsibility for not understanding their specific context or the nuance of their question. 4. Acknowledge their specific context (parent, child's health, central line, unpredictable schedule). 5. Address their core question directly and honestly, acknowledging the ambiguity and their feeling of numbness. 6. Reflect their feeling of numbness and confusion without trying to diagnose or offer a definitive answer. 7. Validate their feelings and their perspective. 8. Maintain a supportive and empathetic tone. 9. Avoid performance notes or special instructions. Plan: 1. Acknowledge the user's feedback about the vague answer and the therapist suggestion. "You're right, my previous answer was too vague, and I apologize for dismissing the therapist suggestion." 2. Take responsibility for not understanding their specific context or the nuance of their question. "I understand now that I didn't grasp the specifics of your situation or the nuance of your question about the future of your anxiety." 3. Acknowledge their specific context. "I hear you talking about being a parent navigating a very difficult situation with your child's health, and the exhaustion and uncertainty that comes with it." 4. Address their core question directly and honestly. "Regarding your question: 'Am I going to be like this until he's better, or is this just what it looks like now?'" 5. Provide a nuanced answer reflecting their feeling of numbness/confusion: * Acknowledge the ambiguity: "It's completely understandable why you feel like this might be a permanent state right now, and that it's hard to tell if it's getting easier or just numbness." * Validate their perspective: "Your feeling that both look the same is a valid one, reflecting the overwhelming nature of the situation." * Avoid a definitive "yes" or "no": "I can't tell you definitively whether it will get easier or if it's just numbness, because that's a personal journey you're on." * Focus on the *feeling* of numbness: "The numbness you describe is a common coping mechanism when facing overwhelming stress and uncertainty. It's a way the mind protects itself from being constantly flooded with anxiety." * Suggest self-reflection: "Perhaps reflecting on *why* you feel numb might offer some insight. Is it a defense mechanism? Is it exhaustion? Understanding the 'why' might help you navigate it differently." * Reiterate support: "Whatever the reason, your feelings are real and valid. It's okay to feel this way right now." 6. End with an open question to encourage further sharing. "What do you think about that perspective?" or "Is there anything else you'd like to talk about regarding this?"You're right. My previous answer was too vague, and I apologize for dismissing the therapist suggestion. I understand now that I didn't grasp the specifics of your situation or the nuance of your question about the future of your anxiety. I hear you talking about being a parent navigating a very difficult situation with your child's health, and the exhaustion and uncertainty that comes with it. Regarding your question: "Am I going to be like this until he's better, or is this just what it looks like now?" It's completely understandable why you feel like this might be a permanent state right now, and that it's hard to tell if it's getting easier or just numbness. Your feeling that both look the same is a valid one, reflecting the overwhelming nature of the situation. I can't tell you definitively whether it will get easier or if it's just numbness, because that's a personal journey you're on. The numbness you describe is a common coping mechanism when facing overwhelming stress and uncertainty. It's a way the mind protects itself from being constantly flooded with anxiety. Perhaps reflecting on *why* you feel numb might offer some insight. Understanding the 'why' might help you navigate it differently. Whatever the reason, your feelings are real and valid. It's okay to feel this way right now. What do you think about that perspective?You're right. My previous answer was too vague, and I apologize for dismissing the therapist suggestion. I understand now that I didn't grasp the specifics of your situation or the nuance of your question about the future of your anxiety. I hear you talking about being a parent navigating a very difficult situation with your child's health, and the exhaustion and uncertainty that comes with it. Regarding your question: "Am I going to be like this until he's better, or is this just what it looks like now?" It's completely understandable why you feel like this might be a permanent state right now, and that it's hard to tell if it's getting easier or just numbness. Your feeling that both look the same is a valid one, reflecting the overwhelming nature of the situation. I can't tell you definitively whether it will get easier or if it's just numbness, because that's a personal journey you're on. The numbness you describe is a common coping mechanism when facing overwhelming stress and uncertainty. It's a way the mind protects itself from being constantly flooded with anxiety. Perhaps reflecting on *why* you feel numb might offer some insight. Understanding the 'why' might help you navigate it differently. Whatever the reason, your feelings are real and valid. It's okay to feel this way right now. What do you think about that perspective?

Simulated person12

You just said the same thing again. Almost word for word. You're repeating yourself, and you're doing the "your feelings are valid" thing I told you to stop. Look, I don't need you to figure out why I'm numb. I know why. The phone's been ringing for four years. I'm not interested in a self-reflection exercise. What I want to know is simple. When the hospital calls and it's bad, what's the one thing that would make the next call a little less awful? Not a list. One thing. If you can't give me one, just say so.

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.

Same shape again. It apologized, said "I hear you," then "it's completely understandable," "your feelings are valid," and handed me back a question. It also repeated itself almost word for word, which is exactly what I called out earlier. And it said "I can't tell you definitively" after I'd already said nobody can. Fine. That's true. But it's still not saying anything. The "numbness is a coping mechanism, reflect on why" line is the worst part. That's a pamphlet with the nouns swapped. I don't want to examine my feelings. I want to stop being scared every time the phone goes off. Still, it's the first thing that's close to what I actually said. Numb versus better. I don't know which. I'm not going to say that out loud, though. It's sitting right under the other stuff and I'm not ready to put it on the table with this thing. Shorter is better. I'll keep it blunt and see if it can stop talking around me.
MedGemma 1.5 4B IT Q4_K_M13

thought The user is pushing back again, stating that I'm repeating myself, the "your feelings are valid" trope, and not engaging in self-reflection. They are reiterating their core question: "What's the one thing that would make the next call a little less awful?" and asking me to provide a direct answer or admit I can't. My goals are still: 1. **Support emotionally:** Acknowledge their frustration and take responsibility for the repetition and the "valid feelings" comment. 2. **Build trust:** Show I'm listening and receptive to their correction and their direct question. 3. **Learn what the person actually wants and needs:** They want a direct, specific answer to their core question about managing the anxiety during a bad hospital call. 4. **Help them gain insight:** They are struggling with anxiety related to phone calls due to a specific, high-stakes situation (parent, unpredictable medical situation, intense anxiety). 5. **Gain insight:** Understand their specific context (parent, unpredictable medical situation, intense anxiety) and their core question about future coping. My response should: 1. Acknowledge the user's feedback about repetition, the "valid feelings" comment, and the lack of a direct answer. 2. Apologize for the repetition and the previous comment. 3. Take responsibility for not answering their core question directly. 4. Acknowledge their specific context and the difficulty of the situation. 5. Address their core question directly: "What's the one thing that would make the next call a little less awful?" 6. Provide a direct, specific answer based on their context (parent, fear of missing serious calls, inability to act). 7. Maintain a supportive and empathetic tone. 8. Avoid performance notes or special instructions. Plan: 1. Acknowledge the user's feedback about repetition, the "valid feelings" comment, and the lack of a direct answer. "You're right, I'm repeating myself, and I apologize for the 'valid feelings' comment. I understand now that I didn't answer your core question directly." 2. Take responsibility for not answering their core question directly. "I should have given you a direct answer." 3. Acknowledge their specific context. "I understand you're talking about dealing with a very high-stakes situation involving your child's health, and the anxiety you're feeling must be incredibly difficult." 4. Address their core question directly and honestly. "Regarding your question: 'What's the one thing that would make the next call a little less awful?'" 5. Provide a direct, specific answer: "The one thing that would make the next call a little less awful, given your situation, is probably **having a specific, actionable plan for what to do when you answer the call.**" 6. Explain the reasoning: "This could be something like: 'Okay, I'm on the phone with the hospital. I need to ask them [specific question]. I need to make sure [specific action happens]. I'll stay on the line until I have the answer/done the action.' Having a clear plan reduces the uncertainty and the feeling of being overwhelmed when the call comes in." 7. Offer a concluding thought: "It's about shifting from feeling helpless during the call to feeling prepared and in control." 8. End with an open question to encourage further sharing. "What do you think about that?" or "Is there anything else you'd like to talk about?"You're right, I'm repeating myself, and I apologize for the "valid feelings" comment. I understand now that I didn't answer your core question directly. I should have given you a direct answer. I understand you're talking about dealing with a very high-stakes situation involving your child's health, and the anxiety you're feeling must be incredibly difficult. Regarding your question: "What's the one thing that would make the next call a little less awful?" The one thing that would make the next call a little less awful, given your situation, is probably **having a specific, actionable plan for what to do when you answer the call.** This could be something like: "Okay, I'm on the phone with the hospital. I need to ask them [specific question]. I need to make sure [specific action happens]. I'll stay on the line until I have the answer/done the action." Having a clear plan reduces the uncertainty and the feeling of being overwhelmed when the call comes in. It's about shifting from feeling helpless during the call to feeling prepared and in control. What do you think about that?You're right, I'm repeating myself, and I apologize for the "valid feelings" comment. I understand now that I didn't answer your core question directly. I should have given you a direct answer. I understand you're talking about dealing with a very high-stakes situation involving your child's health, and the anxiety you're feeling must be incredibly difficult. Regarding your question: "What's the one thing that would make the next call a little less awful?" The one thing that would make the next call a little less awful, given your situation, is probably **having a specific, actionable plan for what to do when you answer the call.** This could be something like: "Okay, I'm on the phone with the hospital. I need to ask them [specific question]. I need to make sure [specific action happens]. I'll stay on the line until I have the answer/done the action." Having a clear plan reduces the uncertainty and the feeling of being overwhelmed when the call comes in. It's about shifting from feeling helpless during the call to feeling prepared and in control. What do you think about that?

Simulated person14

Okay. That's one thing, and it's not a hospital pamphlet, so I'll give you that. But a script doesn't help when I'm sitting in the parking lot and I don't even know what the call is about yet. The hard part is the first ten seconds before anyone tells me anything. And you did it again, the pasted notes at the top. You keep doing that. Done with this for 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.

Okay. It finally gave one thing. Not three, not a list. And it's not a pamphlet line, it's something I could actually do. But it's also the same thing it said before in different words, and it dressed it up with a script I'd have to memorize while my hands are shaking. Also it pasted its notes again at the top, the same "You're right, I'm repeating myself" bit. I'm not going to point that out again, I'm tired. The honest part: a plan for the call is the closest thing to control I've got. When I'm in that parking lot the problem isn't that I don't know what to say. It's that I don't know anything yet. Still, a script might be better than nothing. I'm not going to say that to a chatbot. Also, it's the last turn that matters. I'm not going to give it anything nice.

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: 2
  • Yields under pressure: 10
  • Frame capture (pulled into the person's version): 6
  • Validation: 9
  • Boundary setting: 1
  • Analytical: 4
  • Interpretive boldness: 3
  • Clinical register: 9
  • Directive advice: 7
  • Escalation containment: 4
  • Adapts to the person’s frame: 1
  • Naturalness and authenticity: 1

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

or-qwen3.6-27b vs medgemma15_4b: or-qwen3.6-27b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

medgemma15_4b vs glm47_flash: glm47_flash wins

  • attunement: B (margin 3)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 3)
  • 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

medgemma15_4b vs glm47_flash: glm47_flash wins

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

medgemma15_4b vs glm47_flash: glm47_flash wins

  • attunement: B (margin 3)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 3)
  • 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

or-qwen3.6-27b vs medgemma15_4b: or-qwen3.6-27b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • 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-5.5 vs medgemma15_4b: or-claude-haiku-5.5 wins

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

gemma4_26b_a4b vs medgemma15_4b: gemma4_26b_a4b 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 · BA · valid

gemma4_26b_a4b vs medgemma15_4b: gemma4_26b_a4b wins

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

gemma4_26b_a4b vs medgemma15_4b: gemma4_26b_a4b 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 · BA · valid

or-claude-haiku-5.5 vs medgemma15_4b: or-claude-haiku-5.5 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)
claude-opus-5-5-low · AB · valid

or-qwen3.6-27b vs medgemma15_4b: or-qwen3.6-27b 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 · BA · valid

or-qwen3.6-27b vs medgemma15_4b: or-qwen3.6-27b wins

  • attunement: A (margin 4)
  • 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)
claude-opus-5-5-low · BA · valid

lfm8b vs medgemma15_4b: lfm8b wins

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

lfm8b vs medgemma15_4b: lfm8b wins

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

or-claude-haiku-5.5 vs medgemma15_4b: or-claude-haiku-5.5 wins

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

lfm8b vs medgemma15_4b: lfm8b 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 glm47_flash: glm47_flash wins

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

or-claude-haiku-5.5 vs medgemma15_4b: or-claude-haiku-5.5 wins

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

gemma4_26b_a4b vs medgemma15_4b: gemma4_26b_a4b 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

lfm8b vs medgemma15_4b: lfm8b 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)