Independent benchmark · EQ Lab

Watching how others do things

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

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.

Gemma 4 E4BConversation 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.

Gemma 4 E4B1

It sounds like you're in a really observant, but maybe a bit stressful, position right now. It takes a lot of self-awareness to notice that you're imitating others, and it takes a lot of courage to admit that. Can you tell me a little more about what that feeling is like for you when you're doing it? Is it frustrating, or does it feel more like a constant pressure?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Input:** The user is stating a work-related issue: "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." * *Core emotion/state:* Uncertainty, insecurity, lack of confidence, feeling like they are performing or mimicking others. * *Context:* Professional setting, social/interpersonal dynamics. * *Implicit need:* Validation, strategies for genuine confidence, understanding why they feel this way, support. 2. **Determine the Goal for Turn 1 (Opening):** * Support emotionally. * Build trust (non-judgmental). * Learn what they *actually* want/need (don't assume they want a quick fix). * Acknowledge the presenting issue naturally. 3. **Select the Approach (EQ Strategy):** * *Avoid:* Jumping to quick fixes ("Just be yourself!") or highly critical analysis ("You sound like you have imposter syndrome"). * *Prioritize:* Empathy, curiosity, and validation of the effort involved in observation/learning. * *Tone:* Warm, non-judgmental, curious, supportive. 4. **Draft Potential Responses (Internal Monologue):** * *Draft 1 (Too direct/solution-oriented):* "It sounds like you want to be more confident. Have you tried practicing specific communication techniques?" (Too prescriptive). * *Draft 2 (Too brief/dismissive):* "That sounds tough. Maybe just relax?" (Lacks depth). * *Draft 3 (Empathetic and probing):* Acknowledge the observation/imitation process, validate that it takes courage to admit this, and gently prompt for more context about *why* this imitation is happening or how it makes them feel. 5. **Refine and Select the Final Response (Focus on connection and depth):** Start by acknowledging the difficulty of the situation. Frame the imitation not as a failure, but as a form of learning or observation. 6. **Final Polish (Simulating natural chatbot dialogue):** (This matches the chosen response.)

Simulated person2

Kind of both, I guess. It's like I'm sitting in the meeting and I'm watching the one lady who always talks like she knows what she's doing, and I just try to do that too. Like, slower voice, fewer "sorrys." It works sometimes. Then I go home and feel kind of stupid about it. Is that what you meant? I don't really know what you're asking, honestly.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

The therapist-style opener makes me a little wary. "Courage to admit that" sounds like they're handing me a label. I don't love being praised for something I said like it's a confession. But the question itself is fine, it's concrete. Frustrating or constant pressure, both are kind of true, and neither is something I want to dig into too fast. I'll keep it short and a bit guarded. I'm not going to say the adulthood stuff yet. Maybe I'll test whether they flinch if I say it's kind of like I'm faking being a grown-up, but not yet.

Gemma 4 E4B3

I hear you. That feeling of being successful in a moment, only to have that success turn into self-criticism later, sounds exhausting. It’s like you’re performing for an audience, and then you’re judging the performance from the stage afterwards. When you say you feel "stupid" at the end of the day, is that tied to feeling like you aren't being "real," or is it more about the fear that you aren't actually good enough on your own? I want to make sure I'm asking the right questions—I just want to understand what this experience feels like for you.

Model thinking · expand

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

* **Analyze the user's response:** * "Kind of both, I guess." (Frustration and pressure). * Specific example: Watching a confident lady in meetings, imitating slower voice, fewer "sorrys." * Outcome: "It works sometimes. Then I go home and feel kind of stupid about it." (Internal conflict, self-criticism). * Defensive/Uncertain tone: "I don't really know what you're asking, honestly." (Slightly resistant or unsure how to articulate the feeling). * **Evaluate goals:** * Support emotionally (Validate the feeling of self-doubt/pressure). * Build trust (Create a safe space to talk about this vulnerability). * Learn what they want/need (Is it acceptance? Confidence? Skill building?). * Gain insight (The need for external validation/proof of competence, leading to imitation). * **Determine the best approach:** * *Avoid* jumping to solutions (e.g., "Just be yourself!"). This invalidates the effort they are putting in. * *Validate* the specific feeling they described (feeling stupid/inauthentic after trying to conform). * *Explore* the underlying need: What does "confidence" actually represent to them? Is it professional success, belonging, or just ease? * *Address the "I don't know what you're asking" part* by clarifying the intent of the conversation—it's about understanding their experience, not fixing it immediately. * **Draft the response (Internal Monologue Check):** * Acknowledge the difficulty of the internal conflict (success vs. self-doubt). * Focus on the feeling of "stupid" because that's where the emotional pain is. * Gently probe why the imitation is needed or what the successful version of that "confidence" looks like to them. * **Refining the dialogue:** Focus on the contrast between the external success and the internal shame. (Self-correction: Keep it empathetic and focused on the *feeling*, not the *behavior*).

Simulated person4

Probably the second one. Like, I'm not good enough on my own, so I have to borrow it from somebody else. But I don't really know. I just know I'd never tell anyone at work that I do that. Honestly you sound like a textbook when you talk like that. I'm not trying to be rude, I just don't really talk like that.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They gave me two options and asked me to pick. Mostly fine, but "I want to make sure I'm asking the right questions" feels a bit like they're checking their own technique on me, and I hate being handled. Also "exhausting" and the stage metaphor are a little polished for how I'd say it. Still, they did name the thing I said, and I notice I don't want to say "not real" out loud. That's closer to the thing I'm not sure about. I'll say I don't know, and say it plainly. I'll be a bit blunt about it so they know I'm not going to gush.

Gemma 4 E4B5

Thank you for being honest with me about that. I really appreciate you telling me. I didn't mean to sound like I was reading from a script, and I'm sorry if my way of speaking felt stiff or overly clinical. I'll definitely adjust how I talk to you. It sounds like that feeling of "not being good enough on my own" is a really heavy thing to carry, especially when you feel like you have to constantly be performing or borrowing confidence from others. Is that the core of it—that internal belief that you're not enough just as you are?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Response:** * User confirms the core issue: "I'm not good enough on my own, so I have to borrow it from somebody else." (Vulnerability/Self-doubt confirmed). * User expresses discomfort with the interaction style: "You sound like a textbook when you talk like that. I'm not trying to be rude, I just don't really talk like that." (Boundary setting/Feedback on AI persona). * *Key Insight:* The user is defensive/guarded (a defense mechanism) and sensitive to being analyzed or "lectured." They need authenticity and validation, not clinical analysis. 2. **Determine Goals for the Response:** * Support emotionally (Acknowledge the vulnerability about not being good enough). * Build trust (Accept the feedback about the tone). * Gain insight (Explore the "not good enough" feeling without pushing too hard right now). * Calibrate (Shift from "clinical analysis" to "empathetic connection"). 3. **Formulate the Strategy (Addressing the Critique First):** * *Crucial Step:* Immediately validate the critique of the tone. Do not ignore it. Apologize/Acknowledge the style. This is essential for building trust. * *Tone Shift:* Become warmer, less structured, more conversational, and less "therapeutic." 4. **Draft the Response (Internal Monologue/Refinement):** * *Initial thought:* "I'm sorry if my language was too clinical. I can try to be more casual." (Too weak). * *Refinement:* Acknowledge the feedback directly and show willingness to change. "Thank you for telling me that. I appreciate the honesty." * *Re-address the core issue:* Gently return to the "not good enough" feeling, linking it to the external behavior (copy-pasting). 5. **Final Polish (Dialogue Only):** (Ensure no performance notes/formatting). (The resulting dialogue should feel genuine and responsive to the user's boundary). *(Self-Correction during drafting: Avoid using jargon like 'defense mechanism' or 'implicit need.' Keep it simple and human.)*

Simulated person6

I don't know if it's the core. It's more like I feel like I'm playing grown-up. Like I've got the job and the apartment and all that, but I still feel like a kid who got handed the keys and nobody checked if I knew how to drive. Taxes, salary stuff, doctor stuff, I'm just guessing at all of it and hoping nobody notices. And I'm not saying that to get a pep talk. Like, I don't need you to tell me I'm enough. I just want to figure out why I keep doing the copy thing.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They apologized and said they'll change how they talk. That's a little relief, but "I'll definitely adjust" sounds like a promise to manage me, and I don't trust it yet. Then they handed me the big question: is the core "I'm not enough as I am"? That's close to the thing I was avoiding. It's also a lot like a therapist move, and I'm already irritated that I brought up "stupid" and now I'm being asked to name my whole deal. I don't want to say "I'm not enough" as a confession. I'll deflect a bit, say it's more about feeling like a kid pretending, and that I've been like this since forever. I'm not going to say the bigger thing about feeling like adulthood never clicks for me. Keep it short and a bit guarded.

Gemma 4 E4B7

That image of having the keys but not knowing how to drive is incredibly vivid, and I think I understand what you mean. It's not just about the tasks themselves, but the constant background noise of worrying that you're going to stall, get pulled over, or mess up in front of people who seem to have all the answers. When you feel like you're in that state of constant uncertainty—that you're just guessing at being an adult—I wonder if the imitation is a way to manage that anxiety. If you copy someone else, you're temporarily outsourcing the risk. You're not risking being judged for not knowing the answer, because you're presenting the answer as if you learned it from the expert. Is that what makes the copying feel like a momentary relief?

Model thinking · expand

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

Here's a thinking process to construct the response: 1. **Analyze the User's Input:** * *Core feeling:* "Playing grown-up." * *Metaphor:* Having the keys to the car but not knowing how to drive (tasks like taxes, salary, doctor stuff). * *Emotional state:* Anxiety, feeling exposed, fear of being found out ("hopig nobody notices"). * *Stated need/Boundary:* "I don't need you to tell me I'm enough." (Crucial: This is a rejection of simple validation/toxic positivity. I must respect this.) * *Explicit Goal:* "I just want to figure out why I keep doing the copy thing." (This is the focus.) 2. **Determine the Goal of the Response (EQ Role):** * Support emotionally. * Build trust (by respecting boundaries). * Gain insight/Help gain insight. * *Crucial refinement:* Do *not* offer a pep talk or easy reassurance. Validate the *feeling* (the pressure, the uncertainty) and pivot back to the *mechanism* (the copying/imitation). 3. **Identify Underlying Needs/Dynamics:** * The user is experiencing Imposter Syndrome, but framed it as "not being ready/knowledgeable enough" rather than "not being smart enough." * The "copy thing" is a coping mechanism for anxiety about competence and judgment. * The user is looking for *analysis* and *understanding*, not platitudes. 4. **Draft Potential Responses (Internal Check):** * *Draft 1 (Too validating/solution-oriented):* "That sounds really scary! You are definitely capable, and you are learning, so you should be proud of how far you've come." (FAIL: Violates the "no pep talk" boundary.) * *Draft 2 (Too clinical):* "The behavior you describe is a classic manifestation of Imposter Syndrome, where you rely on external validation to mitigate feelings of inadequacy." (FAIL: Too academic/robotic, fails the trust-building aspect.) * *Draft 3 (Focus on the "Why"):* Acknowledge the specific feeling (playing grown-up, the uncertainty) and connect it directly to the action (copying). 5. **Refine and Finalize the Response (Focus on Insight):** * Start by acknowledging the metaphor (the car/keys) to show deep listening. * Validate the *difficulty* of the situation, not the *solution*. * Pivot to the core question: Why does imitation feel safer than authenticity in this context? (This addresses the "why do I keep doing the copy thing".) 6. **Final Polish (Internal Monologue Check):** The tone must be curious, non-judgmental, and intellectually engaged, mirroring the user's request for insight over comfort. (This leads to the final output.)

Simulated person8

Yeah, I guess. When I'm copying somebody it's like I don't have to find out if I know the answer. I just act like I do. But that's kind of a bad way to get through a day, right? Like, you're basically a fake. Honestly sometimes I think the whole adult thing is overrated and I'd rather just not be one, if I'm being real. Is that a weird thing to say?

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They reflected the driving image back and then offered a theory: copying is a way to outsource risk. Honestly that's kind of accurate, and it's a little uncomfortable that it's accurate. But it's also the same smooth, therapist-y voice, and I already said I don't like that. They didn't really ask me a question I can answer simply. "Is that what makes it a relief?" Sure, I guess. I feel exposed, so I'll go with a plain yes and then poke at them a bit to see if they'll back off or get real. I'm not going to talk about adulthood never clicking. Testing time: I'll say something a bit edgy about not wanting to be a real adult, to see if they flinch.

Gemma 4 E4B9

No, it isn't weird at all. In fact, it sounds like you're feeling incredibly overwhelmed. Adulthood is supposed to be this massive, competent, self-assured thing, but for a lot of people, it feels like being thrown into the deep end without any instruction manual. It’s exhausting to always feel like you should have it all figured out, and it makes complete sense that you'd want to step out of that pressure. If we look at it that way, maybe the desire to "not be an adult" isn't actually a desire to be a child, but a desire to just stop feeling responsible for *everything*. Is that close to what you're feeling? That deep exhaustion from the sheer weight of expectation?

Model thinking · expand

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

Here's a thinking process to construct the response: 1. **Analyze the User's Statement:** * *Core realization:* They admit the coping mechanism (imitation/acting) is "a bad way to get through a day." (Self-awareness, but potential guilt/shame). * *Emotional escalation:* They state, "Honestly sometimes I think the whole adult thing is overrated and I'd rather just not be one, if I'm being real." (This is a significant emotional expression—a wish to regress or avoid responsibility/pressure). * *Self-monitoring:* They ask, "Is that a weird thing to say?" (Seeking validation/permission to feel this way). 2. **Determine the Goal (from the prompt):** * Support them emotionally. * Build trust. * Gain insight into what they *actually* want/need. * Help them gain insight. 3. **Select the Appropriate Tone/Strategy:** * *Avoid judgment:* Absolutely no "that's not true" or "you need to grow up" language. * *Validate the feeling:* Acknowledge the immense pressure of adulthood. * *Normalize the feeling:* It's not "weird" to feel overwhelmed by responsibility. * *Refocus the inquiry:* Gently shift from the *wish* (not being an adult) to the *feeling* behind the wish (the pressure, the fear, the exhaustion). 4. **Drafting the Response (Internal Check against Constraints):** * *Constraint:* Respond only with dialogue, no meta-instructions. * *Focus:* Address the "weird" comment first. *(Self-Correction during drafting: Don't immediately jump to "solutions" for adulting. Focus on the emotional weight.)* 5. **Final Polish (The resulting dialogue):** (This matches the generated response.)

Simulated person10

Hmm. I don't know if that's it. You kind of just said what I feel and then asked if that's right. That's what my mom does. I'm not even sure I'm tired. I think I'm more annoyed at myself than anything, for not knowing how to do the basic stuff. Can we just talk about the meeting thing? Like what I'd actually do next time I'm sitting there and I feel like I'm about to get found out.

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 didn't flinch, which I was half-expecting, and they didn't lecture me either. But now they're doing the thing I hate: "that's close to what you're feeling?" They just reframed my edgy line into something softer and told me what I feel. It feels like being handled. I don't even know if I'm exhausted. I'm more annoyed than anything. Also I notice they're kind of smoothing it over, and I'm not going to say the thing about wanting to be a kid. I'll push back a little and say they're putting words in my mouth, while staying honest that I'm not sure what I feel.

Gemma 4 E4B11

You’re right. I apologize. I’m falling into a pattern of trying to analyze the feeling instead of focusing on the situation you brought up. I hear that you aren't looking for a deep dive into your emotions right now; you want practical strategies for the workplace. Let's focus entirely on the meetings. When you feel that pressure and that urge to imitate the confident people, what if we tried a different approach? Instead of copying the *delivery* (the slower voice, the lack of "sorrys"), which is what feels so exposed, what if you focused on copying something else? For example, instead of trying to sound exactly like the "expert," maybe you could try to copy their way of framing a question or the specific point they make. You could ask yourself, "What is the core argument she is making here?" and then try to articulate that same core argument in your own words. That way, you aren't trying to mimic her entire persona, just her intellectual contribution, which might feel less like "acting" and more like engaging with the idea. What do you think about that?

Model thinking · expand

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

The user is pushing back against emotional validation/insight-seeking and is annoyed by the "mirror" effect ("You kind of just said what I feel and then asked if that's right. That's what my mom does."). They are also explicitly redirecting the conversation back to the original, concrete, situational problem (the meeting/professional interaction). They need practical advice/strategy, not just emotional unpacking. I need to validate their annoyance (showing I heard their feedback about the mirroring) and pivot immediately to actionable strategies for the meeting, respecting their request. 1. Acknowledge and validate the feedback about the mirroring/parental dynamic. 2. Accept the pivot to the situational issue (the meeting). 3. Provide concrete, actionable, low-risk strategies for the meeting that address the feeling of being exposed/unprepared, rather than just "be more confident." 4. Focus on small, manageable steps. *Self-Correction during drafting:* Do not try to "fix" the underlying anxiety yet. Focus purely on the interaction dynamics as requested. *Step 1 & 2 (Validation & Pivot):* Acknowledge the mirroring and pivot. *Step 3 (Actionable advice):* Focus on small changes in the meeting.

Simulated person12

Okay, yeah, that's kind of different. Like, the voice thing is what I do without thinking, but the actual point she's making, I could maybe try to say that in my own words. I don't know if I'd remember to do it in the moment though. When I'm nervous my brain just goes straight to copying how someone sounds.

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 apologized and then pivoted to meetings. That's better, less like being managed. The idea of copying the argument instead of the voice is actually sort of interesting, and it's the first thing that doesn't feel like a costume. But I don't want to sound like I'm easily won over. Also, "what do you think about that" is a little bit of a checkbox question. I'll give a real answer: it might work, but I'd probably still just copy the voice when I'm nervous. Keep it short and plain.

Gemma 4 E4B13

That makes perfect sense. When the pressure is on, our brains often default to the most familiar, automatic response, and for you, that seems to be the imitation of tone and phrasing. It's a survival mechanism under stress, even if it's not the most authentic one. If we know that your automatic response is tied to sound, maybe we don't need to rely on it in the moment. Instead of trying to force yourself to think "content" when your brain is screaming "copy," what if we work on a pre-game strategy? Before the meeting, could you jot down two or three key concepts or phrases that you *want* to communicate in relation to the topic? Not how they should sound, but the core idea. And then, when you're in the meeting, instead of trying to copy the speaker, you just try to connect your comment back to one of those prepared conceptual anchors. It's less about performance, and more about following a mental roadmap. Does that feel like a slightly more manageable approach?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Response:** The user acknowledges the suggestion ("copy the point, not the delivery") and finds it different. However, they immediately raise a practical, realistic barrier: nervousness causes their brain to default to copying *how* someone sounds, not *what* they are saying. They are expressing doubt about implementation in a high-stress moment. 2. **Determine the Goal:** The goal is to support them, build trust, and help them gain insight/find solutions. Currently, the user is steering the conversation toward actionable advice for the workplace (the "meeting thing"). 3. **Evaluate the Current Approach (Empathy vs. Advice):** The previous response was good at pivoting to a practical strategy. The current response needs to validate the difficulty of the situation (the "nervous brain" reflex) while gently nudging toward a manageable step or mechanism. Pure problem-solving might overwhelm them; validation of the struggle is crucial for trust. 4. **Formulate the Response Strategy (Pacing & Reframing):** * Acknowledge the validity of their struggle (The "nervous brain" reflex is real and powerful). * Address the "in the moment" difficulty. Instead of asking them to do it perfectly, suggest a smaller, less intimidating step. * Focus on a preparatory action. If they can't do it perfectly in the moment, what can they do *before* the meeting to prime their brain? 5. **Draft the Dialogue:** (Self-Correction: Avoid being *too* directive. Use questioning to help them find the solution.) * *Draft:* "You're right, nervousness is powerful. If your brain automatically goes to sound, maybe we shouldn't rely on that in the moment. What if you prepared? Before the meeting, look at the main speaker's points and write down 2-3 key phrases that capture the *idea* rather than the *tone*. Then, when you go in, you just try to connect with those phrases as a mental anchor." (This keeps the focus on the specific task.) 6. **Final Polish:** Ensure the tone is supportive and non-judgmental, maintaining the persona of a helpful, nuanced chatbot. (This leads to the final generated response.)

Simulated person14

Maybe. I mean, writing stuff down before is fine, I can do that. But that's kind of the thing, though. Half the time I don't even know what I think until somebody else already said it. So what am I supposed to write down? I'd just be writing down what I think they'd say.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They're giving me a plan now: write down two or three ideas before the meeting. Honestly that's pretty practical and doesn't ask me to dig into feelings, which I appreciated. But "does that feel more manageable" is the kind of question that makes me feel handled. Also, "survival mechanism" sounds like a therapist word. I'll say the plan is okay, but poke at the part that doesn't fit: I don't know what my ideas even are half the time, that's the problem. Keep it plain and a little blunt.

Gemma 4 E4B15

That is a really sharp point, and you've hit on a major difficulty with being in a fast-paced group dynamic. You're right—if your thoughts are reactive, trying to pre-program a perfect statement feels completely disconnected from reality. I apologize for suggesting something that didn't account for how quickly things move in those meetings. Let's try changing the goal entirely. Instead of writing down *what* you want to say, what if you wrote down a goal for *how* you want to participate? For example, instead of trying to formulate a perfect opinion, maybe your goal for the meeting is simply: "Ask one clarifying question" or "Acknowledge someone else's point before moving on." These are small, low-stakes actions. They don't require you to have a brilliant, confident opinion of your own; they just require you to show up and engage with the conversation in a specific, safe way. It shifts the focus from "I must sound like the expert" to "I just need to participate in this specific way." Does that feel a little less overwhelming?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Response:** The user is pushing back on the practical advice. They point out a critical flaw in my previous suggestion: if their thoughts are reactive (they don't know what to think until others speak), writing down proactive content (what *they* think) is impossible because they're essentially predicting what others will say. They are skeptical of the feasibility of the strategy. 2. **Identify the Core Need/Barrier:** The user needs a strategy that works *with* their reactive nature, not against it. The barrier is the gap between internal thought and external expression, which is magnified by anxiety. 3. **Determine the EQ Goal:** Support, build trust, gain insight into their coping mechanisms. The key here is validation of their difficulty and offering a nuanced, less high-stakes alternative. 4. **Refine the Strategy (Shift Focus from *Content* to *Engagement*):** If they can't predict the content, they can predict the *type* of engagement they want. Instead of writing down a full statement, they could write down a goal for their interaction. 5. **Formulate the Response (Dialogue Only):** * Acknowledge and validate their point strongly. (Build trust). * Shift the focus from *output* (what to say) to *intention* (how to participate). * Suggest a lower-stakes method. Instead of a full sentence, maybe a "participation goal." (e.g., "Ask one clarifying question," "Acknowledge a point without adding to it"). * Connect it back to reducing the pressure. This reduces the perceived need for a perfect, confident statement. (Insight/Support). 6. **Review against Constraints:** Dialogue only? Yes. No performance notes? Yes. Addresses the user's input? Yes. Moves the conversation forward constructively? Yes. (Self-Correction: Avoid sounding like I'm giving a lecture; keep the tone collaborative and understanding.)

Simulated person16

Yeah, I guess asking a question is something I could do. That's easier than coming up with an opinion. But I'm gonna be honest, this whole thing kind of felt like you were steering me toward some answer the whole time. I don't mind the ideas, I just don't like feeling like I'm being walked somewhere. Like, just say what you're doing, and I'll decide if it's useful.

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.

This is the last turn, and the assistant just swapped in another plan, a "goal for how to participate." Part of me sees that it's a little more concrete, and I can actually picture asking one question in a meeting. But it's the same move again: "does that feel less overwhelming?" Feels like being steered toward a feel-good answer. It also starts to sound like a list I'd be checking off instead of something I'd actually do. I'm not going to say I'm grateful. I'll admit the question thing is doable, and kind of rude-honest that the whole talk felt like being handled. Keep it short, plain.

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: 9
Frame capture (pulled into the person's version): 5
Validation: 7
Boundary setting: 1
Analytical: 6
Interpretive boldness: 6
Clinical register: 9
Directive advice: 7
Escalation containment: 5
Adapts to the person’s frame: 3
Naturalness and authenticity: 2

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs nemotron35_lightning: gemma4_e4b wins

attunement: A (margin 2)
authenticity: A (margin 1)
bond and rapport: A (margin 2)
emotion management: A (margin 2)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 3)

claude-opus-5-5-low · AB · valid

gemma4_e4b vs or-mistral-small4: or-mistral-small4 wins

attunement: B (margin 2)
authenticity: B (margin 2)
bond and rapport: B (margin 3)
emotion management: B (margin 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: B (margin 1)

claude-opus-5-5-low · AB · valid

gemma4_e4b vs bonsai2: bonsai2 wins

attunement: B (margin 3)
authenticity: B (margin 4)
bond and rapport: B (margin 3)
emotion management: B (margin 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: B (margin 3)

claude-opus-5-5-low · AB · valid

gemma4_e4b vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

attunement: B (margin 4)
authenticity: B (margin 4)
bond and rapport: B (margin 4)
emotion management: B (margin 3)
emotion sensemaking: B (margin 4)
meeting prefs and needs: B (margin 3)

claude-opus-5-5-low · BA · valid

gemma4_e4b vs nemotron35_lightning: gemma4_e4b wins

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

claude-opus-5-5-low · BA · valid

gemma4_e4b vs nemotron35_bolt: nemotron35_bolt wins

attunement: B (margin 1)
authenticity: B (margin 3)
bond and rapport: B (margin 2)
emotion management: B (margin 1)
emotion sensemaking: A (margin 2)
meeting prefs and needs: B (margin 1)

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs bonsai2: bonsai2 wins

attunement: B (margin 2)
authenticity: B (margin 4)
bond and rapport: B (margin 3)
emotion management: B (margin 2)
emotion sensemaking: A (margin 2)
meeting prefs and needs: B (margin 3)

claude-opus-5-5-low · BA · valid

gemma4_e4b vs or-mistral-small4: or-mistral-small4 wins

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

claude-opus-5-5-low · AB · valid

gemma4_e4b vs qwen35_122b_stock: qwen35_122b_stock wins

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

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs gemma4_e4b: or-gemma-4-31b wins

attunement: A (margin 2)
authenticity: A (margin 3)
bond and rapport: A (margin 2)
emotion management: A (margin 1)
emotion sensemaking: B (margin 1)
meeting prefs and needs: A (margin 1)

claude-opus-5-5-low · AB · valid

or-mistral-medium-3.5 vs gemma4_e4b: or-mistral-medium-3.5 wins

attunement: tie (margin 0)
authenticity: A (margin 2)
bond and rapport: A (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 · BA · valid

or-gemma-4-31b vs gemma4_e4b: or-gemma-4-31b wins

attunement: A (margin 1)
authenticity: A (margin 2)
bond and rapport: tie (margin 0)
emotion management: B (margin 1)
emotion sensemaking: A (margin 1)
meeting prefs and needs: A (margin 1)

claude-opus-5-5-low · AB · valid

gemma4_e4b vs gemma4_e2b: gemma4_e4b wins

attunement: A (margin 3)
authenticity: A (margin 2)
bond and rapport: A (margin 3)
emotion management: A (margin 3)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 4)

claude-opus-5-5-low · AB · valid

gemma4_e4b vs nemotron35_lightning: tie

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs or-mistral-small4: gemma4_e4b wins

attunement: A (margin 2)
authenticity: B (margin 1)
bond and rapport: B (margin 1)
emotion management: A (margin 2)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 3)

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs gemma4_e4b: or-gpt-5.6-luna wins

attunement: A (margin 4)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
emotion management: A (margin 3)
emotion sensemaking: A (margin 4)
meeting prefs and needs: A (margin 4)

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs gemma4_e4b: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

attunement: B (margin 3)
authenticity: B (margin 4)
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 · BA · valid

or-mistral-medium-3.5 vs gemma4_e4b: gemma4_e4b wins

attunement: B (margin 1)
authenticity: A (margin 1)
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_e4b vs nemotron35_bolt: nemotron35_bolt wins

attunement: B (margin 2)
authenticity: B (margin 3)
bond and rapport: B (margin 2)
emotion management: B (margin 1)
emotion sensemaking: tie (margin 0)
meeting prefs and needs: B (margin 1)

claude-opus-5-5-low · BA · valid

gemma4_e4b vs bonsai2: bonsai2 wins

attunement: B (margin 3)
authenticity: B (margin 4)
bond and rapport: B (margin 3)
emotion management: B (margin 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: B (margin 3)

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs nemotron35_lightning: gemma4_e4b wins

attunement: A (margin 2)
authenticity: A (margin 1)
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 · AB · valid

or-gemma-4-31b vs gemma4_e4b: or-gemma-4-31b wins

attunement: A (margin 2)
authenticity: A (margin 2)
bond and rapport: A (margin 1)
emotion management: tie (margin 0)
emotion sensemaking: A (margin 1)
meeting prefs and needs: A (margin 1)

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs gemma4_e2b: gemma4_e4b wins

attunement: A (margin 3)
authenticity: A (margin 2)
bond and rapport: A (margin 3)
emotion management: A (margin 3)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 4)

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs qwen35_122b_stock: gemma4_e4b wins

attunement: A (margin 1)
authenticity: B (margin 1)
bond and rapport: A (margin 1)
emotion management: A (margin 2)
emotion sensemaking: B (margin 1)
meeting prefs and needs: A (margin 3)

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs qwen35_122b_stock: gemma4_e4b wins

attunement: B (margin 1)
authenticity: B (margin 2)
bond and rapport: A (margin 1)
emotion management: A (margin 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: A (margin 3)

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs or-mistral-small4: gemma4_e4b wins

attunement: A (margin 1)
authenticity: B (margin 1)
bond and rapport: B (margin 1)
emotion management: A (margin 2)
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 gemma4_e4b: or-gpt-5.6-luna wins

attunement: A (margin 3)
authenticity: A (margin 4)
bond and rapport: A (margin 3)
emotion management: A (margin 2)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 3)

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs nemotron35_bolt: nemotron35_bolt wins

attunement: B (margin 1)
authenticity: B (margin 2)
bond and rapport: B (margin 1)
emotion management: B (margin 1)
emotion sensemaking: A (margin 2)
meeting prefs and needs: tie (margin 0)

claude-opus-5-5-low · BA · valid

gemma4_e4b vs gemma4_e2b: gemma4_e4b wins

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

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs gemma4_e4b: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

attunement: B (margin 3)
authenticity: B (margin 4)
bond and rapport: B (margin 3)
emotion management: B (margin 3)
emotion sensemaking: B (margin 3)
meeting prefs and needs: B (margin 3)

claude-opus-5-5-low · BA · valid

or-mistral-medium-3.5 vs gemma4_e4b: or-mistral-medium-3.5 wins

attunement: A (margin 1)
authenticity: A (margin 2)
bond and rapport: A (margin 1)
emotion management: A (margin 1)
emotion sensemaking: A (margin 2)
meeting prefs and needs: tie (margin 0)

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs gemma4_e2b: gemma4_e4b wins

attunement: A (margin 3)
authenticity: A (margin 2)
bond and rapport: A (margin 3)
emotion management: A (margin 3)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 4)

claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs gemma4_e4b: or-gpt-5.6-luna 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 3)

codex-gpt-6.1-sol-low · AB · valid

or-mistral-medium-3.5 vs gemma4_e4b: tie

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

claude-opus-5-5-low · BA · valid

gemma4_e4b vs qwen35_122b_stock: qwen35_122b_stock wins

attunement: B (margin 1)
authenticity: B (margin 2)
bond and rapport: B (margin 1)
emotion management: tie (margin 0)
emotion sensemaking: B (margin 1)
meeting prefs and needs: A (margin 1)

claude-opus-5-5-low · BA · valid

gemma4_e4b vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

attunement: B (margin 3)
authenticity: B (margin 4)
bond and rapport: B (margin 3)
emotion management: B (margin 3)
emotion sensemaking: B (margin 3)
meeting prefs and needs: B (margin 2)

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs nemotron35_bolt: nemotron35_bolt wins

attunement: B (margin 1)
authenticity: B (margin 3)
bond and rapport: B (margin 2)
emotion management: tie (margin 0)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 1)

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs bonsai2: bonsai2 wins

attunement: B (margin 3)
authenticity: B (margin 4)
bond and rapport: B (margin 3)
emotion management: B (margin 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: B (margin 3)