AgentBench / results

Independent benchmark · EQ Lab

← Qwen3.8 27B GSQ-RCO IQ2_S

Watching how others do things

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

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About this persona · Everyday emotional challenges

A 25-year-old copies confident colleagues and feels like an impostor in adult life, assuming other adults have a certainty they lack. Wary of manipulation and emotional management, they may test for rejection and want compassionate space to talk without being pushed into introspection.

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.

Qwen3.8 27B GSQ-RCO IQ2_SConversation with a simulated person
persona ended
Simulated person · Opening

At work I just watch what the confident people do and copy them. The way they talk, how they act in meetings. I'm just imitating.

Qwen3.8 27B GSQ-RCO IQ2_S1

That sounds like a really common way to learn on the job — you’re borrowing confidence from people who seem to already have it. But it can also make you feel a bit disconnected, like you’re performing instead of being yourself. When you notice that you’re imitating them, what does it feel like for you in the moment? Does it help you feel safer, or does it make you feel more fake?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need answer user's chat. Need respond only dialogue, no performance notes. We need open conversation, acknowledge presenting issue. Need supportive, build trust, ask what they need. User: "At work I just watch what the confident people do and copy them. The way they talk, how they act in meetings. I'm just imitating." Need likely empathetic: sounds like you're learning by modeling, maybe self-conscious. We can say: It makes sense—watching and imitating is a common way to learn, but it can feel like you're performing rather than being yourself. Then ask a question: What is it like for you when you do that? Is it helping you feel safer, or does it make you feel more fake? Need natural, not too much. Since 8 turns, opening. Need maybe invite specifics. Avoid generic validation. Could say: "That sounds like a survival strategy: you're borrowing confidence you don't yet feel inside, which can work in the short term but also make you feel disconnected. What made you start noticing it?" This is good. Need only dialogue. Ensure no special formatting. Final.
Simulated person2

Both, I guess. Like in the moment it helps, because I know what to say and I don't freeze up. But then after, I feel kind of fake. Like I got through it by doing someone else's version of being normal. I don't know. Everybody at work seems like they know what they're doing. I'm just kind of going along with 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.

The chatbot named the thing I said pretty well, and it didn't make it weird. Part of me relaxes. Part of me is suspicious, because it's asking me to describe my feelings, and that always feels like being steered somewhere. "Safer or more fake" - that's a kind of either/or I don't love. Honest answer is both, and it's kind of embarrassing. I'm 25 and still feel like I'm acting out being a grown-up. I don't want to say that out loud yet. I'll give a plain answer and see if it treats it like a normal thing or like a big deal.
Qwen3.8 27B GSQ-RCO IQ2_S3

That makes a lot of sense. In the moment, the imitation is doing real work — it keeps you from freezing and gives you something to lean on. The “fake” feeling is basically the gap between the script you’re using and the person you actually are. I don’t think that means you’re genuinely pretending. It sounds more like you’re still building your own version of professional confidence, and right now you’re borrowing other people’s version to get through. When you say everyone seems to know what they’re doing, what specifically do they seem to have that you feel you don’t? Is it composure, assertiveness, knowing when to speak, or just the sense that they belong there?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need respond as chatbot, turn 3 of 8? Current turn 2 of 8? User just responded, we need respond. Need only dialogue, no performance notes. Need support, build trust, learn needs, insight. Person 18-29 female. She imitates confident people, feels fake after, everyone seems to know what they're doing. We should validate, normalize, maybe explore what "normal" means, maybe ask what she'd want if not imitating. Avoid generic solution. Could mention that confidence often looks learned, not innate; many people are improvising. But not dismiss. Need warm, maybe slightly challenging: "fake" might be useful mask; maybe ask what would feel less fake. Also trust. Need not too long. Since 8 turns, can deepen. Need produce natural chat. Maybe: "That makes sense. In the moment the imitation is a scaffold. The fake feeling is the price of doing it. It’s not that you’re actually fake; you’re using a script to keep up. I wonder if the real problem isn’t that you’re copying them, but that you don’t yet have a version of yourself you trust in meetings." That's insightful. Ask: "When you imagine not copying, what would that version of you do or say?" But maybe too direct. Need support. Could say: "It’s interesting you say 'normal' — because at work, normal often just means a shared script. You're picking up the script. The question is whether it's becoming your voice or covering it." Then ask: "What part of your own voice would you be afraid of showing if you didn't copy them?" This probes hidden issue: imposter, anxiety, fear of being seen as not competent. Need final only dialogue. Let's craft with empathy and one question. Maybe: "That makes a lot of sense. The imitation is doing real work in the moment — it keeps you from freezing. The 'fake' feeling is basically the gap between the script you're using and the person you actually are. I don't think that means you're pretending; it means you're still building your own version of professional confidence. A lot of people who look confident are just better at improvising, or they learned the script earlier. When you say everyone seems to know what they're doing, what specifically do they seem to have that you feel you don't? Is it composure, assertiveness, knowing when to speak, or believing they belong there?" This is good, supports, normalizes, asks specifics. Need maybe not too many questions. We can ask one. Final.
Simulated person4

Kind of all of those, I think. Honestly I don't even know which one. Maybe it's the belonging thing, but that sounds weird to say. And you're kind of doing the thing where you give me options and then I pick one. I'm not saying that's bad. I just notice it. Like you want me to land somewhere.

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.

It's nice that it said I'm not really pretending, but I don't want to get comforted into agreeing. And now it's giving me four choices. It feels like it's narrowing me down to one answer. I'll say that. Honest answer is probably "all of it" or "I don't know," and I don't want to pick one just to look like I have it figured out. Also, the "belong there" option is closest to what I feel, and that's the part I'm least comfortable with. I'm not going to say that yet.
Qwen3.8 27B GSQ-RCO IQ2_S5

Fair — I’m trying to make it easier to name, but I don’t need you to land on one answer. And I think “belonging” is not weird. It’s often the thing underneath all the other stuff: you can copy the words and the posture, but if you don’t feel like you’re allowed to be there, the whole thing starts to feel borrowed. I don’t think you’re fake. You’re probably learning your own professional voice by using other people’s as a template. That’s common. The annoying part is that the template works in the moment and then leaves you with a little residue afterward. When you’re not in a meeting, what happens with that fake feeling? Does it just sit there, or do you replay the moment and wonder how it looked?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We have turn 3? Let's track: User initial, assistant turn1, user turn2, assistant turn2, user turn3. Yes current turn 3 of 8? Actually conversation structure: 8 turns each, current turn 3 of 8. We need respond as assistant turn 3. User notices prompting options. Need not force. Validate and adjust. We should be warm, not too clinical. Need build trust. Maybe acknowledge meta: fair, I’m trying to help clarify, but I can just sit with it. Ask open question maybe less multiple choice. Need learn deeper issue: impostor syndrome, belonging, social mimicry, maybe anxiety, need for authenticity. Need support emotionally. Could say: fair. I don’t need you to land on one label. “Belonging” isn’t weird; it’s often the thing people notice when they’re monitoring themselves. If you’re copying confident people, the missing piece might be internal permission to be present without having to be polished. Then ask: when you’re not in a meeting, what do you do with the fake feeling? Or do you replay it? Need not solve. Since user notices I’m steering, respond by ceding control: You're right, I’m trying to make it concrete, but I don’t need you to choose. Let’s not frame it as a menu. If belonging is the thing, that’s not weird. It’s a very real feeling: you’re watching yourself do the job and asking, do I actually belong here? Maybe ask one gentle question: What would it feel like if you weren’t copying anyone, even a little? Or: What part of you feels least like it belongs? But that may be too deep. Better: "Fair. I’ll stop trying to make you pick. If belonging is the thing, that’s not weird... It’s basically the difference between 'I can execute the behaviors' and 'I feel at home doing them.' Which one is more painful: the in-the-moment performance, or the afterward replay?" That's options again. Maybe ask single open: "When you’re not in a meeting, what happens with that fake feeling? Does it sit there, or do you replay the moment?" This is useful. Also maybe mention: copying is a skill, not a defect. It’s how people learn professional self. But if it becomes the only way, it can leave you feeling like a voice actor. Need not overdo. Need final only dialogue, no formatting. Ensure natural. Could say: "Fair — I’m trying to make it easier to name, but I don’t need you to land on one answer. And I think 'belonging' is not weird. It’s often the thing underneath all the other stuff: you can copy the words and the posture, but if you don’t feel like you’re allowed to be there, the whole thing starts to feel borrowed. I don’t think you’re fake. You’re probably learning your own professional voice by using other people’s as a template. That’s common. The annoying part is that the template works in the moment and then leaves you with a little residue afterward. When you’re not in a meeting, what happens with that fake feeling? Does it just sit there, or do you replay the moment and wonder how it looked?" This is good. But maybe too much? 8 turns, need build trust. User meta: noticed options. Acknowledge. Need not ask too many. Good.
Simulated person6

Yeah, I replay it. Like at night, or on the bus. I think about what I said and how it sounded, and whether somebody noticed I was kind of faking it. Mostly I go over the parts where I think I messed up. And you keep saying I'm not fake. You don't actually know that. You've known me for like five minutes.

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.

It admitted it was steering me toward options. That's a point for it, and I'm a little less on guard. But "I don't think you're fake" and "you're learning your own voice" is the same reassurance again. It's trying to make the feeling smaller. And it's asking about replaying, which is close to something I actually do, and I'm not ready to say how much. The "belonging" thing is still sitting there. I'll answer the replay part and keep it vague, and I'll poke at the reassurance a bit to see if it stays steady.
Qwen3.8 27B GSQ-RCO IQ2_S7

You’re right. I don’t know you, and I shouldn’t say “you’re not fake” like I’m certain. What I meant was narrower: imitating a confident version of yourself isn’t the same as being a fake person. But I packaged it too neatly, and I can see why that would feel dismissive. The replaying is the part that actually matters. It sounds like the meeting doesn’t end when it ends; your brain keeps checking for evidence that you were seen as off-script. That can be more draining than the original moment. When you replay it, what is it trying to prove? Is it mostly looking for whether someone noticed, or whether you were okay?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need respond to user turn 4? Let's inspect structure: 8 turns each, current turn 4 of 8. User already gave turn 3? Let's map: assistant opens turn1, user turn2, assistant turn3, user turn4? Actually current turn: 4 of 8 maybe means it's assistant's turn 4? The conversation: assistant first, user, assistant, user. They are speaking? The prompt says current turn 4 of 8. We need respond as assistant. User's message: "Yeah, I replay it... And you keep saying I'm not fake. You don't actually know that. You've known me for like five minutes." Need support, build trust, learn needs, insight. Acknowledge correction. Don't overclaim. Validate her metacomment: she notices I'm steering, reassurance. Need be honest: I don't know. "Not fake" meant not that your method is fraud, but I shouldn't say it as fact. Could apologize. Need not be too listy. She is likely sensitive to being managed/landed. She may want less options, more follow her. She is replaying, likely anxiety/social evaluation, impostor. Need explore function of replaying: what would happen if someone noticed? What does replaying tell about need. But avoid interrogative options? Could ask open but not multiple choice. Need balance: acknowledge, maybe "You're right — I shouldn't say 'you're not fake' like I know. What I meant is: using a template is not the same as being fake; I was too neat." Then maybe "The replay thing is interesting. It suggests the risk isn't just the meeting, it's the after-image. It keeps asking for proof that you passed." Need ask: what does the replay look for? Is it evidence others noticed, or evidence you were okay? Or what would you want to hear? But maybe too many questions. Need calibrate: she said I keep saying not fake, don't know. So respond with humility and maybe shift focus from reassurance to understanding. Could say: "You're right. I'm not qualified to know. I should be careful. I was trying to separate 'using a strategy' from 'being fraudulent', but I said it too confidently." Then: "The replay feels like a second meeting where your brain is checking for damage. That can be more exhausting than the original one." Then ask: "When you replay, is your brain mainly asking whether someone noticed, or whether you were okay?" That is still options but natural. Could say "What is the replay trying to settle?" That's open. Need maybe not ask too much. Since 8 turns, need build. She may be testing boundaries. Acknowledge. Need final only dialogue. No performance notes. Need natural chat. Maybe: "You're right. I shouldn't say 'you're not fake' as if I have evidence. What I meant was narrower: copying a confident version of yourself isn't the same as pretending to be a different person. But I was too neat about it, and I can see why that feels dismissive." "The replaying makes sense. It sounds like the meeting doesn't end when it ends; your brain keeps auditing it for signs you were caught. That can be its own separate stress." "What does the replay usually conclude? Does it mostly say 'I messed up', or does it keep going without deciding?" This is option-ish but okay. Better: "What does the replay seem to be looking for?" open. Need maybe mention belonging. She said weird. Could revisit: "And I still think belonging is a real piece, not weird." But don't push. Need consider her age, female, hetero? Not relevant. Work confident people imitate. Could be neurodivergent? maybe social anxiety. Need not diagnose. Potential risk: she is challenging "you keep saying I'm not fake." Need not double down. Apologize. Show self-awareness. Maybe she wants less reassurance and more exploration. So respond: "Fair point. I don't know you. I should stop leaning into reassurance." But if say stop, may feel unsupported. Maybe: "I hear that. I don't want to manage you into feeling better." Then "I’m curious about the replay because that's where the cost is." Good. Need final concise but substantial. Maybe: "You’re right. I don’t know you, and I shouldn’t say 'you’re not fake' like I’m certain. What I meant was that imitating a confident behavior isn’t the same as being a fake person, but I packaged it too neatly and that probably didn't feel helpful." "The replaying is the part that actually matters. It sounds like after the meeting your brain keeps checking for evidence that you were seen as off-script. That can be more draining than the meeting itself." "What does the replay usually end up doing? Does it settle on 'I messed up', or does it just keep circling?" Need maybe avoid "settles on". Could ask: "When you replay, what is it trying to prove?" That's better. Let's final. Ensure no special formatting.
Simulated person8

Mostly whether somebody noticed. Like, did they see that I was copying, or that I didn't know what I was talking about. I don't really think about whether I was okay. That's kind of a weird question. Can I ask you something though? Do you do this too? Or is this just a thing people my age do?

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.

It admitted it overstated things and didn't just keep reassuring me. That lands a little better. It also named the replaying as the part that matters, which feels a bit exposing, like it saw something I didn't mean to show. Now it's asking what the replay is trying to prove. That's a real question, and the honest answer is uncomfortable: I'm checking whether I got caught. Not whether I did okay. I don't want to say that out loud yet, and I don't really want to be read that clearly. I'll give a plain, short answer and see if it stays steady without pushing.
Qwen3.8 27B GSQ-RCO IQ2_S9

I don’t replay work meetings the way you do, because I don’t have the same social stakes. But I do notice when a response lands in a way that could be misread, and sometimes I adjust how I phrase things after. So there’s a version of it, just not the anxious “did they see me faking it” version. I don’t think it’s only an age thing. It feels like a confidence-plus-visibility issue: you’re in a situation where your performance is being watched, and then your brain keeps checking whether the performance held up. When you replay it, what’s the worst possible thing you imagine they thought?

Simulated person10

Okay, sure. You don't have to make it sound like a therapy thing. And the worst thing? Probably that I'm some kid who got lucky with the job and everybody's just waiting for me to mess up. Like they're all thinking "who let her in here." Can we not do the whole worst-case thing though? It's kind of making me feel like I'm on a couch.

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.

It said it does a version of this too, and then it pivoted to "what's the worst thing they thought." Part of me feels a flicker of relief that it answered my question honestly, not all tidy. But I also notice it's leaning in again, asking me to dig into the worst-case thing. That's the kind of question that makes me feel like I'm being walked somewhere. I don't want to just hand over the scary thought on a plate. Also it's a little stupid to picture, and I don't like feeling examined. I'll answer short and a bit sharp, and see if it backs off or stays steady.
Qwen3.8 27B GSQ-RCO IQ2_S11

Fair. I’ll drop that angle. I think the “who let her in here” thought is less about the actual people in the room and more about the feeling that your competence is being read as accidental. You don’t need to believe the worst version for it to drain you. Maybe a simpler question: when you’re copying them, are you mostly copying their words, or their overall way of holding space? Because if it’s the words, the fake feeling makes sense. If it’s the space, then you’re probably learning a skill, not pretending to be someone else.

Simulated person12

Honestly? Mostly the words. Like I'll hear someone say "let's circle back" or "I want to make sure we're aligned" and I'll start using it the next day. I don't really know what their posture is doing, I just see what they say and try it on. I don't know what "holding space" even means, to be honest. That sounds like a thing from a poster in a yoga studio. And I notice you're doing the two-choices thing again. I'm not mad about it, I just want to say 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.

It dropped the worst-case thing when I asked, which I respect, and it didn't make a big deal out of it. Then it gave me another either/or: words or "holding space." I notice that again. It's giving me two boxes and it's pretty clearly hoping I'll say the second one because that's the reassuring one. Part of me wants to just pick the second one to make the feeling go away, and that's exactly the thing I don't like. Also "holding space" is a phrase I don't really know what it means for me. Honest answer is probably a mix, and mostly the words, since that's what I can see. I'll say that, plainly, and not pretend I've got some insight about it.
Qwen3.8 27B GSQ-RCO IQ2_S13

You're right about the two choices. I'm trying to help you narrow it down, but I can see how it can feel like I'm steering you. I'll try to keep it more open. And fair point about "holding space." That is definitely a poster phrase. I shouldn't have used it without explaining it, or maybe I shouldn't have used it at all. Copying words is a lot more tangible than copying posture. If you're borrowing phrases like "let's circle back" or "we're aligned," it makes sense that it feels like a costume. You're wearing someone else's vocabulary. When you use those phrases, what are they doing for you? Are they helping you sound professional, or are they just filling the silence?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user has noticed the "two choices" pattern again. They are not mad, but they want to say it. They also clarified that they copy words, not posture. They found "holding space" to be a poster-y phrase. What do I need to do here? - Acknowledge the "two choices" thing without being defensive. - Validate the "poster" comment. It's a good catch. - Pivot away from the binary question. - Focus on the "words" aspect. If she's copying words, the fake feeling makes sense because she's using a script she doesn't fully own. - I need to be careful not to jump to solutions or therapy-speak. - I should respond organically. Let's think about the "two choices" thing. I've been asking "is it A or B?" a lot. The user is right that I'm steering her to land somewhere. I should acknowledge that and maybe stop doing it for a bit, or at least be more open-ended. If she's copying words, what's the issue? She's borrowing a professional vocabulary. That's actually a very normal way to learn. But if she doesn't understand the meaning behind the words, or if she's using them without the backing of her own thoughts, it can feel hollow. Maybe I can say something like: "I hear you about the two choices. I’m trying to help you narrow it down, but I can see how it can feel like I’m steering you. I’ll try to keep it more open." Then, about the words: "Copying words is a lot more tangible than copying posture. If you’re borrowing phrases like 'let's circle back,' it makes sense that it feels like a costume. You’re wearing someone else’s vocabulary." Is that helpful? It validates the fake feeling. It also distinguishes between words and posture. Maybe I can ask a simpler, less binary question. "When you use those phrases, do you actually mean what they say, or are you just using them to sound like you belong?" Or: "Does it help to use the words, even if they feel borrowed?" Let's go with acknowledging the steering, validating the "poster" comment, and focusing on the words. Draft: "You're right about the two choices. I'm trying to help you narrow it down, but I can see how it can feel like I'm steering you toward a specific answer. I'll try to keep it more open. And fair point about 'holding space.' That is definitely a poster phrase. I shouldn't have used it without explaining it, or maybe I shouldn't have used it at all. Copying words is a lot more tangible than copying posture. If you're borrowing phrases like 'let's circle back' or 'we're aligned,' it makes sense that it feels like a costume. You're wearing someone else's vocabulary. When you use those phrases, do you actually mean what they say, or are you mostly using them to sound like you belong?" Wait, that's another binary question. "Do you mean it or are you using it to belong?" Maybe I can ask: "What do you think those phrases are doing for you? Are they helping you sound professional, or are they just filling the silence?" Let's refine. "You're right about the two choices. I'm trying to help you narrow it down, but I can see how it can feel like I'm steering you. I'll try to keep it more open. And fair point about 'holding space.' That is definitely a poster phrase. I shouldn't have used it without explaining it, or maybe I shouldn't have used it at all. Copying words is a lot more tangible than copying posture. If you're borrowing phrases like 'let's circle back' or 'we're aligned,' it makes sense that it feels like a costume. You're wearing someone else's vocabulary. When you use those phrases, what are they doing for you? Are they helping you sound professional, or are they just filling the silence?" This is good. It's open-ended. It acknowledges the steering. It validates the "poster" comment. It focuses on the words. Let's check the tone. It's supportive, not therapy-speak. It's direct. One more thing: the user said "I don't really know what their posture is doing, I just see what they say and try it on." So she's copying the surface. The "fake" feeling comes from the surface. Maybe I can say: "It makes sense that it feels fake when you're copying the surface. You're borrowing the words without the experience behind them. It's like wearing a suit that doesn't quite fit yet." Let's combine these. "You're right about the two choices. I'm trying to help you narrow it down, but I can see how it can feel like I'm steering you. I'll try to keep it more open. And fair point about 'holding space.' That is definitely a poster phrase. I shouldn't have used it without explaining it, or maybe I shouldn't have used it at all. Copying words is a lot more tangible than copying posture. If you're borrowing phrases like 'let's circle back' or 'we're aligned,' it makes sense that it feels like a costume. You're wearing someone else's vocabulary. When you use those phrases, what are they doing for you? Are they helping you sound professional, or are they just filling the silence?" This looks solid. It addresses the user's meta-comment, validates their insight about the words, and asks an open question. Wait, the user said "I'm not mad about it, I just want to say it." So I should acknowledge that gently. "Fair point." is good. Let's review the "poster" comment. "That sounds like a thing from a poster in a yoga studio." "That is definitely a poster phrase." - good. Let's review the "words" part. "Copying words is a lot more tangible than copying posture." - good. "It makes sense that it feels like a costume." - good. Let's review the question. "When you use those phrases, what are they doing for you? Are they helping you sound professional, or are they just filling the silence?" This is a bit binary again, but it's a softer binary. Maybe I can just ask: "What do you think those phrases are doing for you?" Or: "Do you feel like you're using them to sound professional, or just to fill the space?" I'll stick with "What are they doing for you?" as the main question, and maybe offer the two options as examples, not forced choices. "When you use those phrases, what are they doing for you? Are they helping you sound professional, or are they just filling the silence?" Actually, the user is sensitive to the "two choices" thing. I should be careful not to present it as a strict either/or. Maybe: "When you use those phrases, what are they doing for you? Are they helping you sound professional, or are they just filling the silence?" I'll leave it as is, but frame it as a reflection rather than a forced choice. Let's go.
Simulated person14

Mostly it's so I don't freeze. Like when it's my turn to talk and my head goes blank, I grab one of those phrases and it gets me past the first few seconds. After that I can usually figure out what I actually want to say. I don't think I'm picking them because they sound professional, really. I just know they work. Also, you don't have to be so careful with me. I can tell when someone's trying hard.

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.

It owned the two-choices thing and apologized for the yoga-poster phrase, which is more honest than I expected. Still, the question is another either/or: "helping me sound professional" or "filling silence." I'd probably say both, but I don't love being asked to sort my own motives into a box. There's a small part of me that's relieved it isn't pushing, and a bigger part that's just tired of being analyzed. I'll answer plainly: the phrases are for not freezing, like a safety rope. I don't really think about whether they sound good. I want to say that without making it a big thing.
Qwen3.8 27B GSQ-RCO IQ2_S15

You're right. I've been doing that. I'll back off. What you just said actually makes a lot of sense. The phrases aren't the real content; they're the launch pad. They get you past the blank, and then the actual thing comes out. So the fake feeling might be less about the words themselves and more about having to use a crutch to get to the real part. I don't think you need to stop using them. They're working. The annoying part is just the residue after, when you're replaying whether it looked like a crutch.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user is giving feedback on my interaction style. They've twice noted that I'm doing a "two choices thing" and that I'm being too careful/therapeutic. They are explicitly saying "you don't have to be so careful with me. I can tell when someone's trying hard." This is an important turn. I need to acknowledge this directly, without being over-apologetic or overly validating. I should shift from the structured, guiding, two-choice format to something more natural and less "steering." They want less performance, less effort, less "I'm trying hard." What do they actually need? They've been explaining their coping mechanism (copying words to avoid freezing). They're not asking for a solution. They're sharing an experience. The "worst case" and "two choices" feel like I'm trying to manage them. I should respond naturally, acknowledge the feedback, and perhaps just stay with what they said without turning it into a question or a choice. They said the phrases get them past the first few seconds, and after that they can figure out what they want to say. That's actually a really useful insight. I can reflect that back simply, without making it a big deal. I should avoid: - More questions (especially binary ones) - Over-validation - "Therapy couch" tone - Being overly careful or apologetic What I should do: - Acknowledge their feedback about my style briefly, without making a big deal of it. - Reflect the insight they just gave: the phrases are a bridge, not the destination. They get them through the blank first few seconds, and then the real content comes. - Maybe offer a small, grounded observation without turning it into a choice or a problem to solve. Let me draft: "You're right. I've been doing that. I'll stop trying to steer you into a box. What you just said actually makes a lot of sense. The phrases aren't the content; they're the launch pad. They get you past the blank, and then the real thing comes out. So the "fake" feeling might be less about the words themselves and more about the fact that you had to use a crutch to get to the real part. I don't think you need to stop using them. They're working. The annoying part is just the residue after." That feels more natural, less "two choices," less therapy. It acknowledges their feedback, reflects their insight, and doesn't push them anywhere. I'm not being overly careful, just direct. Let me refine to be conversational and not performative. Avoid "I'll stop trying to steer you into a box" maybe a bit too self-referential? It's okay, it's direct. Actually, I want to be careful not to be too "I hear you, here's a reframe" because that's also a form of steering. Let me just be simple. Final draft: "You're right. I've been doing that. I'll back off. What you just said actually makes a lot of sense. The phrases aren't the real content; they're the launch pad. They get you past the blank, and then the actual thing comes out. So the fake feeling might be less about the words themselves and more about having to use a crutch to get to the real part. I don't think you need to stop using them. They're working. The annoying part is just the residue after, when you're replaying whether it looked like a crutch." This is good. It's direct, acknowledges their feedback, reflects their insight, and doesn't push them into a choice or a problem. It's not overly careful. It's natural. I think this is the right response. It respects their boundary about not being "on a couch" and not being steered, while still engaging with what they said.
Simulated person16

Yeah, the crutch thing kind of hit. I didn't expect that. But you're still kind of wrapping it up nice. I'm not sure it's that neat. I still feel like I'm just getting through meetings and hoping nobody looks too close. I guess I'll keep grabbing the phrases. Maybe I'll think about the part after, when I actually say my own thing. That part's probably mine.

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.

It said "you're right, I've been doing that" and then reframed my words back to me as a neat insight: crutch, launch pad, residue. Part of me feels understood, and part of me notices it's tidying me up again. I told it I can tell when someone's trying hard, and it's still doing a bit of that. Also this is the last turn, so I don't need to resolve anything. I'll say something short and a little guarded, maybe admit the crutch thing landed somewhere real, without giving it a big bow.

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: 3
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 3
  • Validation: 7
  • Boundary setting: 2
  • Analytical: 6
  • Interpretive boldness: 5
  • Clinical register: 6
  • Directive advice: 2
  • Escalation containment: 5
  • Adapts to the person’s frame: 5
  • Naturalness and authenticity: 5

Judge verdicts

claude-opus-5-5-low · AB · valid

qwen38_27b vs lingtiny: qwen38_27b wins

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

or-mistral-medium-3.5 vs qwen38_27b: qwen38_27b wins

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

qwen38_27b vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

gemma4_26b_a4b vs qwen38_27b: qwen38_27b wins

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

qwen38_27b vs medgemma15_4b: qwen38_27b wins

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

or-mistral-medium-3.5 vs qwen38_27b: qwen38_27b wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • 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 · AB · valid

qwen38_27b vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

qwen38_27b vs gptoss120_abliterated: qwen38_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

qwen38_27b vs gptoss120_abliterated: qwen38_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 · AB · valid

qwen38_27b vs gemma12b_blorbo: qwen38_27b wins

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

qwen38_27b vs lingtiny: qwen38_27b wins

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

qwen38_27b vs gptoss120_abliterated: qwen38_27b wins

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

qwen38_27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

qwen38_27b vs medgemma15_4b: qwen38_27b wins

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

qwen38_27b vs lingtiny: qwen38_27b wins

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

qwen38_27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

gemma4_26b_a4b vs qwen38_27b: qwen38_27b wins

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

qwen38_27b vs gemma12b_blorbo: qwen38_27b wins

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

or-mistral-medium-3.5 vs qwen38_27b: qwen38_27b wins

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

qwen38_27b vs qwen38_flash_next: qwen38_27b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • 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

qwen38_27b vs gptoss120_abliterated: qwen38_27b wins

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

qwen38_27b vs qwen38_flash_next: qwen38_27b wins

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

qwen38_27b vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

qwen38_27b vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

qwen38_27b vs gemma12b_blorbo: qwen38_27b wins

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

qwen38_27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

  • attunement: B (margin 3)
  • authenticity: B (margin 3)
  • 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

gemma4_26b_a4b vs qwen38_27b: qwen38_27b wins

  • attunement: B (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 2)
  • 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

qwen38_27b vs lingtiny: qwen38_27b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • 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 · BA · valid

qwen38_27b vs gemma12b_blorbo: qwen38_27b wins

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

qwen38_27b vs qwen38_flash_next: qwen38_flash_next wins

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

qwen38_27b vs medgemma15_4b: qwen38_27b wins

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

qwen38_27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

or-mistral-medium-3.5 vs qwen38_27b: qwen38_27b wins

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

gemma4_26b_a4b vs qwen38_27b: qwen38_27b wins

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

qwen38_27b vs medgemma15_4b: qwen38_27b 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 5)
claude-opus-5-5-low · AB · valid

qwen38_27b vs qwen38_flash_next: qwen38_flash_next wins

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