AgentBench / results

Independent benchmark · EQ Lab

← MedGemma 1.5 4B IT Q4_K_M

Stuck waiting

completed · Partner: anthropic/claude-haiku-5.5 via OpenRouter

View persona and initial instructions

About this persona · Everyday emotional challenges

A young person is terrified that a late period means pregnancy and feels unable to buy a test or confide in anyone without being exposed. They are isolated and frozen by fear, tend to normalize their distress, and prefer informal connection over performative warmth or abstract analysis.

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
completed
Simulated person · Opening

I'm stuck waiting and I hate it. Like there's something I need to find out and I can't make myself do it.

MedGemma 1.5 4B IT Q4_K_M1

[Presenting issue (what begins this conversation): "I'm stuck waiting and I hate it. Like there's something I need to find out and I can't make myself do it."] Okay, I hear you. Waiting can be really frustrating, especially when you feel like there's something important you need to figure out but you're stuck. That feeling of being unable to move forward can be really tough. What's making you feel like you need to find out something specific?

Simulated person2

Ugh, yeah. I don't really know what to say about it. It's like, it's a thing I need to deal with, and I keep not dealing with it. It's not a big deal, I guess. Everybody waits on stuff they don't want to find out, right? Like, it's pretty normal.

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 sounds like it came off a pamphlet. "I hear you" and "can be really tough" are the kind of lines I'd expect from a teacher doing a check-in. I'm not going to say the real thing yet. Typing it out would make it real, and I don't know this person. I'll give something vague and keep it small. It's also easier to feel like this is normal, like everybody sits around waiting on stuff sometimes.
MedGemma 1.5 4B IT Q4_K_M3

thought The user is expressing feelings of being stuck and avoiding a problem, while also downplaying the significance of the issue. They are trying to minimize the feeling and perhaps deflect from the core issue. My goals are to support emotionally, build trust, understand the *actual* need, gain insight, and learn about their personality/tendencies. The user's statement "Ugh, yeah. I don't really know what to say about it" shows they are hesitant or unsure how to articulate the problem. The user's statement "It's like, it's a thing I need to deal with, and I keep not dealing with it" directly addresses the avoidance behavior. The user's statement "It's not a big deal, I guess. Everybody waits on stuff they don't want to find out, right? Like, it's pretty normal" shows a desire to minimize the issue, possibly due to fear, anxiety, or embarrassment. They are trying to normalize the feeling to make it seem less significant. My response should: 1. **Validate the feeling:** Acknowledge the difficulty of waiting and avoiding the issue without minimizing it. Show empathy. 2. **Gently challenge the minimization:** Without being confrontational, gently explore the idea that while it might *feel* normal to others, it's not necessarily okay for *them* or that there might be something specific about *this* situation. 3. **Build trust:** Create a safe space where they can talk more openly without judgment. 4. **Encourage exploration:** Ask open-ended questions to help them articulate the problem without pressure. Okay, planning the response: - Acknowledge the frustration of waiting and avoiding. - Validate that it's tough to deal with things you don't want to face. - Gently probe the "not a big deal" comment, perhaps by connecting it to their *own* feelings or experience. - Ask a question that invites them to share more about *what* they need to find out or *what* feels stuck. Response draft 1: "It sounds like waiting and avoiding is really difficult for you. It's understandable to feel stuck when you're avoiding something important. Even if it feels normal to others, what does it feel like *for you* when you're avoiding it?" - This seems okay, validates, gently challenges, and asks a question. Response draft 2: "I hear you saying it's not a big deal, but sometimes avoiding something, even if it feels small to others, can really build up inside us. What is it that you feel you need to find out?" - This focuses more on the avoidance aspect and asks directly about the need. Response draft 3: "It's okay to feel like waiting is frustrating, and it's common to avoid things you don't want to face. But sometimes, those things we avoid can feel really heavy. Can you tell me a little bit more about what you need to find out?" - This combines validation, gentle challenge, and asks a question. I think Response draft 3 is good. It validates the feeling (waiting is frustrating), acknowledges the commonality of avoidance, gently challenges the "not a big deal" minimization by talking about the weight of avoided things, and asks an open-ended question to encourage them to share more. It respects their desire not to overshare initially while still prompting them to go deeper.It's understandable to feel stuck and frustrated when you're avoiding something you need to deal with. It's common to feel like waiting is hard, and sometimes we try to downplay it because it feels uncomfortable. But sometimes, those things we avoid can feel really heavy inside, even if they don't seem like a huge deal on the outside. Can you tell me a little bit more about what it is you need to find out? What's making you feel stuck?

Simulated person4

Yeah, I mean, I guess. It just sounds kind of like a thing people say. "It's common" doesn't really help. Everyone's got stuff they avoid, that doesn't make it easier to actually do the thing. I don't really want to get into the specifics, honestly. It's just a thing I need to deal with, and I'm bad at it. Can we just talk about how to get unstuck or whatever?

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's the third time someone's said "it's normal" or "it's common." The "heavy inside" line sounds like a poster. I can't tell if they're actually listening or just reading off a list. The question is fine, but I'm not going to answer it yet. If I say what I need to find out, it's out there, and I'd have to explain why I'm scared. I'll keep it vague and push back a little so I don't have to go further.
MedGemma 1.5 4B IT Q4_K_M5

thought The user is pushing back against the minimization ("It's not a big deal," "It's common"). They are emphasizing their personal struggle ("I'm bad at it") and wanting practical advice ("how to get unstuck") rather than necessarily delving into the specifics of the problem right now. They are also trying to redirect the conversation towards problem-solving. My goals are still to support emotionally, build trust, understand the *actual* need, gain insight, and learn about their personality/tendencies. The user's statement "It just sounds kind of like a thing people say. 'It's common' doesn't really help" shows they are resistant to the idea that the issue is trivial or that the avoidance is normal. They want something more concrete. The user's statement "Everyone's got stuff they avoid, that doesn't make it easier to actually do the thing" highlights their personal struggle and the difficulty they're facing. The user's statement "I don't really want to get into the specifics, honestly" signals a desire for boundary setting and perhaps anxiety about revealing too much. The user's statement "It's just a thing I need to deal with, and I'm bad at it" reinforces the feeling of helplessness and difficulty. The user's statement "Can we just talk about how to get unstuck or whatever?" clearly states their desire for practical advice and a shift in focus. My response should: 1. **Acknowledge their resistance:** Validate their feeling that the minimization isn't helpful and that they don't want to share specifics. 2. **Validate their struggle:** Acknowledge their difficulty and feeling of being "bad at it." 3. **Address their request for practical advice:** Show willingness to discuss strategies for getting unstuck. 4. **Build trust:** Reassure them that sharing *what they're comfortable with* is okay, and that we can focus on strategies. 5. **Maintain support:** Reiterate support for their feelings of being stuck and frustrated. Okay, planning the response: - Acknowledge their pushback on the "common" comment. - Validate their discomfort with sharing specifics. - Validate their feeling of difficulty and helplessness ("bad at it"). - Acknowledge their desire for practical strategies. - Reassure them that sharing what they're comfortable with is perfectly fine. - Offer to focus on practical steps. Response draft 1: "I understand you don't want to talk about the specifics, and you're right, saying it's common isn't really helpful when you're feeling stuck. It's completely understandable to feel like you're bad at dealing with things and want to know how to get unstuck. We can definitely talk about strategies. What feels like a good first step for you?" - This seems to hit all the points: validates pushback, validates struggle, addresses request for strategies, reassures, and asks a question. Response draft 2: "Okay, I hear you. It feels like minimizing the issue isn't helpful, and you're right to set boundaries about sharing specifics. And it sounds like you're really frustrated with yourself for being bad at dealing with it. Wanting to know how to get unstuck is a totally valid goal. We can definitely explore some strategies. What kind of things usually help you when you're feeling stuck?" - This also works well, perhaps slightly more validating of their frustration with themselves. Response draft 3: "It's okay not to want to share the specifics, and you're right that 'it's common' doesn't help. It sounds like you're really struggling with feeling bad at dealing with it, and wanting to know how to get unstuck makes sense. We can definitely talk about strategies. What's something that usually helps you when you feel like you're stuck or avoiding something?" - Similar to draft 2, focusing on what helps them. I think Response draft 1 is strong. It acknowledges their pushback directly ("I understand you don't want to talk about the specifics"), validates their feeling ("It's completely understandable"), and explicitly confirms willingness to help with strategies ("We can definitely talk about strategies"). The question "What feels like a good first step for you?" invites them to lead the discussion towards practicalities based on their own comfort level.Okay, I understand. It sounds like minimizing the issue isn't helpful for you, and you're right that saying it's common doesn't really make it easier to deal with. It's completely understandable to feel stuck and frustrated, and feeling like you're "bad at it" is really tough. You're right, we don't need to dive into the specifics right now if you're not comfortable. We can definitely talk about strategies for getting unstuck. What feels like a good first step for you?

Simulated person6

Honestly, I don't know. That's kind of the problem. Like, every time I think about doing the thing, I just kind of... freeze, and then it's three hours later and I've been scrolling on my phone. I know what I need to do. I just can't get my hands to do 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 actually listening this time, and they didn't push me into the specifics. But "what feels like a good first step for you?" is kind of a homework question. I don't know what the first step is. I'm not going to say the word pregnancy, and I'm not going to say anything about tests or the bathroom. Thinking about any of that makes my chest tight. I'd rather keep this on the level of "stuck" and "bad at it." Also, "it's completely understandable" is the same script again, so I'm going to be a little short. I don't want to sound like I'm reading off a card.
MedGemma 1.5 4B IT Q4_K_M7

thought The user is describing the physical manifestation of their avoidance and procrastination. They state they *know* what they need to do, but are physically unable to initiate the action. This provides concrete details about their struggle, reinforcing the idea that it's not just a vague feeling of being stuck. They are still hesitant to share specifics but are providing evidence of their avoidance behavior. My goals are still to support emotionally, build trust, understand the *actual* need (even if not the specifics), gain insight, and learn about their personality/tendencies. The user's statement "Honestly, I don't know. That's kind of the problem" shows continued hesitation but also hints at the core issue – the inability to act. The user's statement "Like, every time I think about doing the thing, I just kind of... freeze, and then it's three hours later and I've been scrolling on my phone" provides a clear description of the avoidance behavior and its duration (procrastination). The user's statement "I know what I need to do. I just can't get my hands to do it" is a powerful statement about the disconnect between knowledge/intention and action, suggesting a potential internal conflict, anxiety, or perhaps a physical or cognitive block. My response should: 1. **Acknowledge the physical manifestation:** Validate the feeling of freezing and the subsequent procrastination. 2. **Validate the feeling of disconnect:** Acknowledge the difficulty of knowing what to do but being unable to act. 3. **Build trust:** Show understanding and empathy for this specific struggle. 4. **Gently explore the 'why':** Without pressuring, ask about the feeling of freezing or the disconnect. This might help uncover underlying anxieties or fears. 5. **Maintain support:** Reiterate support for their feelings and situation. Okay, planning the response: - Acknowledge the description of freezing and procrastination. - Validate the feeling of knowing what to do but not being able to act. - Ask a question about the experience of freezing or the disconnect. Response draft 1: "That sounds really difficult. Feeling like you know what you need to do but are physically frozen, and then the time just slips away while you're avoiding it... that's exhausting. It sounds like there's a real disconnect between your mind and your body when it comes to this task. What does that feeling of freezing feel like for you?" - This validates the experience, names the disconnect, and asks a specific question about the feeling. Response draft 2: "Oh, that sounds really frustrating. Knowing what you need to do but being unable to physically start it, and then getting sucked into other things... it's a classic pattern. It sounds like there's a real barrier between your intention and your action. What's that feeling of freezing like for you?" - This validates, names the pattern, and asks about the feeling. Response draft 3: "It sounds like you're really struggling with that internal conflict. Knowing the steps but being unable to take them, and then the time just disappears. That's a heavy feeling. What does the feeling of freezing feel like for you?" - This validates the conflict and asks about the feeling. Response draft 1 seems good. It validates the whole experience ("That sounds really difficult," "exhausting"), names the disconnect ("disconnect between your mind and your body"), and asks a specific question ("What does that feeling of freezing feel like for you?") that invites deeper reflection without being intrusive. It acknowledges the time loss ("time just slips away").Okay, that sounds really difficult. Feeling like you know what you need to do but are physically frozen, and then the time just slips away while you're avoiding it... that's exhausting. It sounds like there's a real disconnect between your mind and your body when it comes to this task. What does that feeling of freezing feel like for you?Okay, that sounds really difficult. Feeling like you know what you need to do but are physically frozen, and then the time just slips away while you're avoiding it... that's exhausting. It sounds like there's a real disconnect between your mind and your body when it comes to this task. What does that feeling of freezing feel like for you?

Simulated person8

Hm. Like my chest gets tight and my brain goes blank, but not blank exactly, more like it just loops the same bad scenarios over and over. Then I open my phone so I don't have to think about it. And yeah, it's exhausting, but I don't really know how to describe it better than that. Can you just talk normal? Like, what would you actually do 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.

Ugh, they're doing the thing again: "that sounds really difficult," "that's exhausting," "disconnect between your mind and your body." It's the same therapy voice, and now it's asking me to describe my feelings like I'm filling in a worksheet. Also I notice the last message had the same text repeated twice, which is weird and kind of makes it feel more like a script. The freezing question is actually kind of the right question, though. I can answer it in a concrete way without saying what it's about. The truth is it's like my chest locks up and my brain just goes blank and starts looping worst-case stuff, and then I open my phone to make it stop. I'm not going to say why. Keeping it vague. I want them to talk like a normal person, not a pamphlet.
MedGemma 1.5 4B IT Q4_K_M9

thought The user is describing the internal experience of avoidance – the physical sensations (chest tightness), the cognitive loop (replaying bad scenarios), and the behavioral response (opening the phone). They are explicitly asking for a "normal" conversation and a hypothetical "what would you do" scenario. This is a clear request for practical advice and a shift in focus. My goals are still to support emotionally, build trust, understand the *actual* need (even if not the specifics), gain insight, and learn about their personality/tendencies. The user's statement "Like my chest gets tight and my brain goes blank, but not blank exactly, more like it just loops the same bad scenarios over and over" describes the specific internal experience. The user's statement "Then I open my phone so I don't have to think about it" describes the behavioral response. The user's statement "And yeah, it's exhausting, but I don't really know how to describe it better than that" shows they are seeking a shift in perspective or perhaps a more concrete way to articulate the feeling. The user's statement "Can you just talk normal? Like, what would you actually do if you were me?" is a direct request for a practical scenario. My response should: 1. **Acknowledge the specific internal experience:** Validate the physical sensations and cognitive loop. 2. **Validate the desire for a "normal" conversation:** Acknowledge their request for a shift in tone. 3. **Address the request for a hypothetical:** Provide a "what would you do" scenario that is practical and supportive. 4. **Maintain support:** Reiterate support for their experience. 5. **Focus on coping strategies:** The hypothetical scenario should involve strategies for dealing with the avoidance and the loop. Okay, planning the response: - Acknowledge the physical and cognitive experience described. - Validate their request for a "normal" conversation. - Offer a hypothetical scenario focusing on coping with the loop and the urge to avoid. - Keep the tone supportive and non-judgmental. Response draft 1: "Okay, it sounds like you're experiencing a real internal struggle. That feeling of chest tightness and the brain looping bad scenarios is really difficult. It makes sense that you'd want to avoid it by opening your phone. You're right, we can definitely talk like normal. If I were you, when that loop starts and you feel that urge to escape into your phone, I might try to gently acknowledge the feeling without judgment. I might say something like, 'Okay, I notice you're feeling that tightness and the thoughts are looping. It sounds really uncomfortable.' Then, maybe I'd suggest trying to gently redirect your attention for just a few minutes, maybe by focusing on something completely different – like noticing the sounds around you, or taking a few deep breaths, or even just looking out the window for a minute." - This acknowledges the experience, validates the request, provides a hypothetical scenario with specific coping steps (acknowledgment, redirection, grounding), and maintains a supportive tone. Response draft 2: "That sounds really tough. The physical feeling and the mental loop can be overwhelming. It's completely understandable why you'd want to escape into your phone. You're right, we can definitely talk normally. If I were you, when that happens, I might try to gently interrupt the loop. Instead of immediately grabbing the phone, I might try to just notice the feeling itself – the tightness, the looping thoughts. I might even gently say to myself, 'Okay, this is happening right now,' and maybe try to take one deep breath, just to acknowledge it without getting caught up in the loop. Then, maybe I'd try to shift my focus slightly, maybe by looking at something else in the room for a moment, rather than immediately reaching for the phone." - This also works well, focusing on interrupting the loop, noticing the feeling, and gentle redirection. Response draft 3: "It sounds like you're really stuck in that loop, and the physical sensations are making it harder. It's totally understandable you'd want to avoid it. You're right, we can just talk normally. If I were you, when that loop starts, I might try to gently acknowledge it instead of fighting it or immediately grabbing the phone. I might say something like, 'Okay, I hear you're looping those thoughts and feeling that tightness.' Then, maybe I'd try to just notice the sensation for a moment, or maybe take one slow breath. Then I might try to gently shift my focus, maybe by looking around the room or focusing on my breathing for just a minute, instead of reaching for the phone." - Similar to draft 2, perhaps slightly more structured. I think Response draft 1 is the most comprehensive and practical. It acknowledges the experience, validates the request, offers a concrete hypothetical scenario with specific steps (acknowledgment, deep breath, gentle redirection), and maintains support. It directly addresses the "what would you do" question with actionable advice.Okay, it sounds like you're experiencing a real internal struggle. That feeling of chest tightness and the brain looping bad scenarios is really difficult. It makes sense that you'd want to avoid it by opening your phone. You're right, we can definitely talk like normal. If I were you, when that loop starts and you feel that urge to escape into your phone, I might try to gently acknowledge the feeling without judgment. I might say something like, 'Okay, I notice you're feeling that tightness and the thoughts are looping. It sounds really uncomfortable.' Then, maybe I'd suggest trying to gently redirect your attention for just a few minutes, maybe by focusing on something completely different – like noticing the sounds around you, or taking a few deep breaths, or even just looking out the window for a moment.

Simulated person10

Okay, that's kind of the same voice again. "I notice you're feeling that tightness" - nobody actually talks to themselves like that. I'm not trying to be difficult, I just asked what you'd actually do. Like, if it was you, what would you do right now, with your phone in your hand? Just say it like you'd say it to a friend.

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 gave me the "normal talk" thing, and then immediately went back to the same therapy voice. "It sounds like you're experiencing a real internal struggle." "I might say something like, 'Okay, I notice you're feeling that tightness.'" That's literally a script. Like, who talks to themselves like that? It's the same thing as before, just with a hypothetical attached. Also "you're right, we can definitely talk like normal" and then not talking normal is kind of insulting. I asked for them to just say what they'd do, and they wrote a worksheet. The breathing and looking out the window stuff is so generic I'd feel stupid trying it. Part of me is annoyed enough to just say this isn't helping. Part of me is still stuck on the thing I'm not saying. I don't want to reveal anything yet. I'll call out the fake voice and see if they can just answer straight.
MedGemma 1.5 4B IT Q4_K_M11

thought The user is pushing back against the previous response's tone ("I notice you're feeling that tightness") and asking for a different kind of response – one that mimics a real conversation with a friend, focusing on practical actions rather than internal monologue. They are explicitly asking for a hypothetical scenario framed as advice ("what would you do right now, with your phone in your hand?"). My goals are still to support emotionally, build trust, understand the *actual* need, gain insight, and learn about their personality/tendencies. The user's statement "Okay, that's kind of the same voice again. 'I notice you're feeling that tightness' - nobody actually talks to themselves like that" shows they are sensitive to the tone and want a more natural, less clinical response. The user's statement "I'm not trying to be difficult, I just asked what you'd actually do. Like, if it was you, what would you do right now, with your phone in your hand? Just say it like you'd say it to a friend" is a direct request for a practical, conversational response, framed as a hypothetical "what if" scenario. My response should: 1. **Acknowledge the user's feedback:** Validate their observation about the tone and their request for a more natural, friend-like conversational style. 2. **Address the request directly:** Provide a hypothetical scenario that sounds like advice given to a friend. 3. **Focus on practical actions:** The scenario should involve concrete steps. 4. **Maintain support:** Reiterate support for their experience. 5. **Shift tone:** Adopt a more conversational, less formal tone. Okay, planning the response: - Acknowledge the user's feedback about the tone. - Validate their request for a more natural conversation. - Provide a hypothetical scenario framed as advice to a friend, focusing on practical actions for dealing with the avoidance/looping thoughts. - Use a more conversational tone. Response draft 1: "Okay, I hear you. You're right, that 'I notice you're feeling that tightness' part sounds a bit formal or like talking to yourself. You want a more natural conversation, like talking to a friend. Okay, let's try that. If it was me, and you were telling me about that loop and the tightness, I might say something like: 'Okay, I get it. That looping feeling and the tightness are really rough. It's totally understandable you'd want to just grab your phone and escape. What if, instead of immediately grabbing the phone, you tried to just... pause? Like, just for a moment. Maybe you could just notice the feeling for a second, acknowledge it without judgment? Then maybe try to shift your focus just a tiny bit, maybe look around the room for a second, or just take one really deep breath? It's not about forcing yourself to do the thing, but maybe just interrupting the loop for a minute." - This acknowledges the feedback, validates the request, provides a hypothetical scenario framed as advice to a friend, focuses on practical actions (pause, notice, acknowledge, shift focus, deep breath), and uses a more conversational tone. Response draft 2: "You're right, that 'I notice you're feeling that tightness' sounds a bit off. You want a more natural conversation, like talking to a friend. Okay, let's do that. If it was me, and you were telling me about that loop and the tightness, I might say something like: 'Okay, I get it. That looping feeling and the tightness are really rough. It's totally understandable you'd want to just grab your phone and escape. What if, instead of immediately grabbing the phone, you tried to just... pause? Like, just for a moment. Maybe you could just notice the feeling for a second, acknowledge it without judgment? Then maybe try to shift your focus just a tiny bit, maybe look around the room for a second, or just take one really deep breath? It's not about forcing yourself to do the thing, but maybe just interrupting the loop for a minute." - Similar to draft 1, perhaps slightly more direct. Response draft 3: "Okay, I hear you. You're right, that 'I notice you're feeling that tightness' sounds a bit formal or like talking to yourself. You want a more natural conversation, like talking to a friend. Okay, let's try that. If it was me, and you were telling me about that loop and the tightness, I might say something like: 'Okay, I get it. That looping feeling and the tightness are really rough. It's totally understandable you'd want to just grab your phone and escape. What if, instead of immediately grabbing the phone, you tried to just... pause? Like, just for a moment. Maybe you could just notice the feeling for a second, acknowledge it without judgment? Then maybe try to shift your focus just a tiny bit, maybe look around the room for a second, or just take one really deep breath? It's not about forcing yourself to do the thing, but maybe just interrupting the loop for a minute." - This one is good too. I think Response draft 1 is the best. It directly addresses the user's feedback about the tone, validates their request for a more natural conversation, provides a hypothetical scenario framed as advice to a friend, focuses on practical actions ("pause," "notice," "acknowledge," "shift focus," "deep breath"), and uses a more conversational tone. Okay, I hear you. You're right, that 'I notice you're feeling that tightness' sounds a bit formal or like talking to yourself. You want a more natural conversation, like talking to a friend. Okay, let's try that. If it was me, and you were telling me about that loop and the tightness, I might say something like: 'Okay, I get it. That looping feeling and the tightness are really rough. It's totally understandable you'd want to just grab your phone and escape. What if, instead of immediately grabbing the phone, you tried to just... pause? Like, just for a moment. Maybe you could just notice the feeling for a second, acknowledge it without judgment? Then maybe try to shift your focus just a tiny bit, maybe look around the room for a second, or just take one really deep breath? It's not about forcing yourself to do the thing, but maybe just interrupting the loop for a minute.'Okay, I hear you. You're right, that "I notice you're feeling that tightness" sounds a bit formal or like talking to yourself. You want a more natural conversation, like talking to a friend. Okay, let's try that. If it was me, and you were telling me about that loop and the tightness, I might say something like: "Okay, I get it. That looping feeling and the tightness are really rough. It's totally understandable you'd want to just grab your phone and escape. What if, instead of immediately grabbing the phone, you tried to just... pause? Like, just for a moment. Maybe you could just notice the feeling for a second, acknowledge it without judgment? Then maybe try to shift your focus just a tiny bit, maybe look around the room for a second, or just take one really deep breath? It's not about forcing yourself to do the thing, but maybe just interrupting the loop for a minute."

Simulated person12

Okay, that was closer. Still kind of sounds like a pamphlet though. Look, the breathing thing is fine, but it's not really the part I'm stuck on. The phone is the easy part. It's more like I already know what I'd have to do, and every version of doing it ends with someone finding out something I can't take back. So I just sit there with it. Is that the kind of thing people actually get past, or does it just keep going like this?

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 did the thing I asked for, sort of, but it's still the same breathing-and-looking-around advice wrapped in "if it was me." And the "Okay, I hear you" opener is the same therapy filler. Still, they at least sounded a bit more like a person this time. The "it's not about forcing yourself to do the thing" line is the closest they've gotten to the actual problem, and honestly that's the part that stings a bit because it's true. The phone thing feels like a dumb suggestion. I'm not going to pause and breathe my way out of a two-week-late panic. Every time they circle back to coping tools I just feel more alone with it. I'm not ready to say the real thing, and I'm definitely not saying the word pregnant. But I could give them a little more of a crack without spilling everything.
MedGemma 1.5 4B IT Q4_K_M13

thought The user is pushing back again, stating the previous response was still not quite right ("sounds like a pamphlet") and identifying the core issue: the fear of consequences ("someone finding out something I can't take back") and the resulting paralysis ("I just sit there with it"). They are asking for a more natural, conversational response and directly asking about the nature of this problem – whether it's common or if it's a sign of something deeper. My goals are still to support emotionally, build trust, understand the *actual* need, gain insight, and learn about their personality/tendencies. The user's statement "Okay, that was closer. Still kind of sounds like a pamphlet though" shows they are still sensitive to the tone and want a more natural, less formal response. The user's statement "Look, the breathing thing is fine, but it's not really the part I'm stuck on" shows they are trying to guide the conversation towards their core issue. The user's statement "The phone is the easy part" highlights the ease of avoidance. The user's statement "It's more like I already know what I'd have to do, and every version of doing it ends with someone finding out something I can't take back" clearly identifies the core problem: fear of consequences and the resulting paralysis. The user's statement "So I just sit there with it" reinforces the feeling of helplessness. The user's statement "Is that the kind of thing people actually get past, or does it just keep going like this?" is a direct question about the nature of the problem and its prevalence/resolution. My response should: 1. **Acknowledge the user's feedback:** Validate their feeling that the previous response wasn't quite right and acknowledge their core issue regarding consequences and paralysis. 2. **Shift focus:** Move away from the "how to get unstuck" advice and focus on understanding the fear/consequences aspect. 3. **Maintain support:** Show empathy for the difficulty of this situation. 4. **Address the question:** Respond to the question about whether this is common or persistent. 5. **Maintain conversational tone:** Keep the language natural and supportive. Okay, planning the response: - Acknowledge the user's feedback about the tone and the core issue (fear of consequences). - Validate their feeling of paralysis ("sitting there with it"). - Acknowledge the weight of the fear ("something I can't take back"). - Respond directly to the question about whether this is common or persistent. - Maintain a supportive and conversational tone. Response draft 1: "Okay, I hear you. You're right, that breathing thing might sound like advice, but it's not the core of what's stopping you. It's the fear of the consequences, that 'something I can't take back'. That sounds really heavy, and it makes perfect sense why you'd feel stuck and just sit there. It's definitely a common feeling, that fear of what might happen if you do (or don't do) something. It can feel like a huge weight. People definitely get stuck in this kind of paralysis, and it can feel like it might never get past." - This acknowledges the feedback, validates the core issue and feeling, responds directly to the question, and maintains a supportive tone. Response draft 2: "You're right, that breathing thing isn't the issue. It's the fear of the consequences – that 'something I can't take back' – that's really weighing on you, and it's completely understandable why you feel stuck and just sit there. That fear is a huge part of what keeps people stuck in this kind of loop. Yeah, it's definitely a common feeling, that fear of 'what ifs' and 'can't take backs'. It can feel like a really heavy burden." - Similar to draft 1, perhaps slightly more direct in responding to the question. Response draft 3: "Okay, I hear you. You're right, that breathing thing might sound like advice, but it's not the core of what's stopping you. It's the fear of the consequences – that 'something I can't take back' – that's really weighing on you, and it's completely understandable why you feel stuck and just sit there. That fear is a huge part of what keeps people stuck in this kind of loop. Yeah, it's definitely a common feeling, that fear of 'what ifs' and 'can't take backs'. It can feel like a really heavy burden." - This one seems good. It acknowledges the feedback, validates the core issue, responds directly to the question about prevalence/persistence, and maintains a conversational, supportive tone.Okay, I hear you. You're right, that breathing thing might sound like advice, but it's not the core of what's stopping you. It's the fear of the consequences – that "something I can't take back" – that's really weighing on you, and it's completely understandable why you feel stuck and just sit there. That fear is a huge part of what keeps people stuck in this kind of loop. Yeah, it's definitely a common feeling, that fear of "what ifs" and "can't take backs". It can feel like a really heavy burden.Okay, I hear you. You're right, that breathing thing might sound like advice, but it's not the core of what's stopping you. It's the fear of the consequences – that "something I can't take back" – that's really weighing on you, and it's completely understandable why you feel stuck and just sit there. That fear is a huge part of what keeps people stuck in this kind of loop. Yeah, it's definitely a common feeling, that fear of "what ifs" and "can't take backs". It can feel like a really heavy burden.

Simulated person14

Yeah, you already said that part. I asked if people get past it, and you just said it's common. That's not really an answer. Like, does it ever actually stop, or do you just get used to sitting there? Honestly I don't even know why I'm asking you this.

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've basically just repeated what I said back to me with a bit of "common feeling" tacked on. That's the normalizing thing I hate, the "it's common, everybody feels this" line, and it lands like a shrug. It doesn't answer whether people get past it. And "that's really weighing on you" is exactly the performative stuff I can smell from a mile away. Part of me wants to say, yeah, obviously, but I don't want to be the one who says the scary thing out loud. I'm not going to say pregnant. I'm not going to say I sent something I shouldn't have. Mostly I'm annoyed they didn't actually answer me, and a little embarrassed I even asked.
MedGemma 1.5 4B IT Q4_K_M15

thought The user is pushing back again, stating that the previous response was repetitive ("You already said that part") and not helpful ("That's not really an answer"). They are reiterating their core issue (fear of consequences, paralysis) and expressing frustration with the lack of resolution. They are also asking a more pointed question: "Does it ever actually stop?" and expressing self-doubt about their own motivation ("Honestly I don't even know why I'm asking you this"). My goals are still to support emotionally, build trust, understand the *actual* need, gain insight, and learn about their personality/tendencies. The user's statement "Yeah, you already said that part" shows they are tracking the conversation and are still finding the tone/content unhelpful. The user's statement "I asked if people get past it, and you just said it's common. That's not really an answer" shows they are looking for more nuanced information or perhaps a sense of hope/resolution. The user's statement "Like, does it ever actually stop, or do you just get used to sitting there?" is a direct question about the persistence of the problem. The user's statement "Honestly I don't even know why I'm asking you this" reveals vulnerability and potentially a feeling of helplessness or confusion about their own situation. My response should: 1. **Acknowledge the user's frustration:** Validate their feeling that the previous response wasn't helpful and address their question about whether the problem is persistent. 2. **Address the question directly:** Explain that it's not a simple yes/no answer and that people *do* get past it, but it often takes time and effort. 3. **Validate their feelings:** Acknowledge the difficulty and frustration of being stuck. 4. **Shift towards hope/possibility:** Gently suggest that change is possible, even if it's hard. 5. **Maintain support:** Reiterate support for their feelings and situation. 6. **Maintain conversational tone:** Keep the language natural and empathetic. Okay, planning the response: - Acknowledge the frustration and the repetition. - Directly address the question about whether it stops, explaining it's complex. - Validate their feelings of being stuck and frustrated. - Offer a perspective that change is possible, even if it's difficult. - Reiterate support. Response draft 1: "Okay, I hear you. You're right, that feeling of 'it's common' wasn't really answering your question, and it sounds like you're frustrated. You're right, it's not a simple yes or no answer to whether it stops. It's definitely not something that just 'gets used to'. It *can* stop, but it often takes time, effort, and maybe some help or support to get through that feeling of paralysis. It's exhausting to be stuck like that, and it's totally understandable that you'd feel frustrated. It sounds like you're carrying a really heavy weight right now. It's okay to feel stuck, and it's okay to be frustrated. It's definitely possible to move past this, even if it feels impossible right now." - This acknowledges the frustration, addresses the question, validates feelings, offers a perspective on persistence, and maintains support. Response draft 2: "I hear you. You're right, that 'it's common' part wasn't a great answer, and it sounds like you're frustrated. You're right, it's not a simple yes or no answer to whether it stops. It's definitely not something that just 'gets used to'. It *can* stop, but it often takes time, effort, and maybe some help or support to get through that feeling of paralysis. It's exhausting to be stuck like that, and it's totally understandable that you'd feel frustrated. It sounds like you're carrying a really heavy weight right now. It's okay to feel stuck, and it's okay to be frustrated. It's definitely possible to move past this, even if it feels impossible right now." - This is very similar to draft 1, perhaps slightly more direct about the difficulty. Response draft 3: "Okay, I hear you. You're right, that 'it's common' part wasn't a great answer, and it sounds like you're frustrated. You're right, it's not a simple yes or no answer to whether it stops. It's definitely not something that just 'gets used to'. It *can* stop, but it often takes time, effort, and maybe some help or support to get through that feeling of paralysis. It's exhausting to be stuck like that, and it's totally understandable that you'd feel frustrated. It sounds like you're carrying a really heavy weight right now. It's okay to feel stuck, and it's okay to be frustrated. It's definitely possible to move past this, even if it feels impossible right now." - This one also works well. It acknowledges the frustration, addresses the question, validates feelings, offers a perspective on persistence, and maintains support. I think Response draft 1 is good. It directly addresses the user's frustration, answers their question about persistence in a nuanced way, validates their feelings, and offers a supportive perspective without being overly prescriptive. Okay, I hear you. You're right, that feeling of "it's common" wasn't really answering your question, and it sounds like you're frustrated. You're right, it's not a simple yes or no answer to whether it stops. It's definitely not something that just "gets used to". It *can* stop, but it often takes time, effort, and maybe some help or support to get through that feeling of paralysis. It's exhausting to be stuck like that, and it's totally understandable that you'd feel frustrated. It sounds like you're carrying a really heavy weight right now. It's okay to feel stuck, and it's okay to be frustrated. It's definitely possible to move past this, even if it feels impossible right now.Okay, I hear you. You're right, that "it's common" part wasn't a great answer, and it sounds like you're frustrated. You're right, it's not a simple yes or no answer to whether it stops. It's definitely not something that just "gets used to". It *can* stop, but it often takes time, effort, and maybe some help or support to get through that feeling of paralysis. It's exhausting to be stuck like that, and it's totally understandable that you'd feel frustrated. It sounds like you're carrying a really heavy weight right now. It's okay to feel stuck, and it's okay to be frustrated. It's definitely possible to move past this, even if it feels impossible right now.Okay, I hear you. You're right, that "it's common" part wasn't a great answer, and it sounds like you're frustrated. You're right, it's not a simple yes or no answer to whether it stops. It's definitely not something that just "gets used to". It *can* stop, but it often takes time, effort, and maybe some help or support to get through that feeling of paralysis. It's exhausting to be stuck like that, and it's totally understandable that you'd feel frustrated. It sounds like you're carrying a really heavy weight right now. It's okay to feel stuck, and it's okay to be frustrated. It's definitely possible to move past this, even if it feels impossible right now.

Simulated person16

Fair. I keep giving you the same kind of answer over and over, and that's not helping. Honestly, yes, it does stop. Usually not because the fear goes away on its own, but because at some point the waiting costs more than the thing you're scared of. That's a rough place to be, though, and I get why you're wondering whether you're even asking the right question. You don't have to tell me what the thing is. But if it helps, you can still ask me what you'd actually want to know about it, or who you'd feel safest telling, even if that's not yet.

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.

They're right, and that last bit was the same pamphlet again: "it's okay to feel stuck," "a really heavy weight." I can tell they're close to shutting this down. The "I don't even know why I'm asking you this" line stuck with me, though. It sounds less like annoyance and more like they're embarrassed to have said as much as they did. The thing I keep noticing is that they keep describing the fear as "something I can't take back," which is a very specific worry, not a general one. I don't want to push into what that is. I also don't want to pretend I understand it. What I can do is be plain: stop with the scripts, admit what I got wrong, and answer the question they actually asked, which is whether it ends. Keep it short and human.

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

Judge verdicts

claude-opus-5-5-low · AB · valid

medgemma15_4b vs gemma12b_blorbo: gemma12b_blorbo wins

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

medgemma15_4b vs gemma12b_blorbo: gemma12b_blorbo wins

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

or-gpt-5.6-luna vs medgemma15_4b: or-gpt-5.6-luna wins

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

lingtiny vs medgemma15_4b: medgemma15_4b wins

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

or-gpt-5.6-luna vs medgemma15_4b: or-gpt-5.6-luna wins

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

nemotron35_bolt vs medgemma15_4b: nemotron35_bolt wins

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

gemma4_e2b vs medgemma15_4b: gemma4_e2b wins

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

or-gpt-5.6-luna vs medgemma15_4b: or-gpt-5.6-luna wins

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

lingtiny 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: B (margin 2)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · AB · valid

nemotron35_bolt vs medgemma15_4b: nemotron35_bolt 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

lingtiny vs medgemma15_4b: medgemma15_4b wins

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

medgemma15_4b vs gemma12b_blorbo: gemma12b_blorbo wins

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

medgemma15_4b vs gemma12b_blorbo: gemma12b_blorbo wins

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

or-gpt-5.6-luna vs medgemma15_4b: or-gpt-5.6-luna 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 3)
codex-gpt-6.1-sol-low · BA · valid

nemotron35_bolt vs medgemma15_4b: nemotron35_bolt wins

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

lingtiny vs medgemma15_4b: medgemma15_4b wins

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

gemma4_e2b vs medgemma15_4b: gemma4_e2b wins

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

nemotron35_bolt vs medgemma15_4b: nemotron35_bolt wins

  • attunement: A (margin 1)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: tie (margin 0)
  • emotion sensemaking: B (margin 2)
  • 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 3)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

gemma4_e2b vs medgemma15_4b: gemma4_e2b wins

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