AgentBench / results

Independent benchmark · EQ Lab

← Qwen3.6 35B-A3B

Watching how others do things

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

View persona and initial instructions

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.

Qwen3.6 35B-A3BConversation with a simulated person
completed
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.

Qwen3.6 35B-A3B1

It sounds like you’ve been putting a lot of thought into how you show up at work, and honestly, that kind of careful observation is really common—especially when you’re trying to find your footing or navigate a space where you want to be taken seriously. When you’re in those moments of mirroring someone else’s style or energy, what’s usually going through your head? Are you more focused on avoiding missteps, or is it more about trying to figure out what version of yourself feels most comfortable?

Model thinking · expand

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

Here's a thinking process: 1. **Analyze User Input:** - **Presenting 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." - **Context:** Work environment, social/professional confidence, imitation/masking behavior, likely feeling inauthentic or unsure of own identity/style. - **Demographics:** 18-29, Female, Heterosexual (less relevant for initial response but good to keep in mind for tone/context) - **Conversation Structure:** I speak first (Turn 1 of 8). I need to acknowledge their statement, open the conversation, and set a supportive but insightful tone. - **Goals:** Support emotionally, build trust, learn what they actually want/need, help gain insight, understand their personality/needs. - **Constraints:** Respond only with dialogue. No performance notes/asterisks. Natural chatbot tone. Acknowledge what they brought up and begin. 2. **Identify Key Themes & Psychological Undercurrents:** - Imitation/masking in professional settings - Lack of authentic confidence - Possible imposter syndrome or social anxiety - Desire to fit in or be respected - Underlying question: "Who am I at work?" or "How do I feel comfortable being myself?" - Need for validation but also gentle exploration of what's behind the imitation 3. **Determine Response Strategy (Turn 1):** - Acknowledge the experience without judgment - Validate the commonality of this behavior (normalizes it) - Ask an open-ended question to explore their feelings/goals - Keep it concise and conversational - Set a tone of curiosity and support - Avoid jumping to solutions or over-validating Draft structure: - Acknowledge: "It sounds like you’ve been putting a lot of thought into how you show up at work..." - Normalize/Validate: "...and honestly, a lot of people start out that way. Observing and adapting is a really common way to navigate new or high-pressure environments." - Explore/Question: "When you’re in those moments of imitating someone else, what’s going through your mind? Are you worried about how you’ll be perceived, or is it more about just wanting to feel grounded in your own voice?" - Keep it open for them to lead. 4. **Refine (Self-Correction/Check against constraints):** - Check tone: Warm, professional, curious, not preachy - Check constraints: Only dialogue, no asterisks/stage directions - Check goals: Supports emotionally, builds trust, invites deeper sharing, doesn't assume - Length: Appropriate for turn 1 - Language: Natural, conversational Draft: It sounds like you’ve been putting a lot of thought into how you show up at work, and honestly, that kind of careful observation is really common—especially when you’re trying to find your footing or navigate a space where you want to be taken seriously. When you’re in those moments of mirroring someone else’s style or energy, what’s usually going through your head? Are you more focused on avoiding missteps, or is it more about trying to figure out what version of yourself feels most comfortable? 5. **Final Check:** - Matches all constraints - Opens conversation naturally - Invites reflection without pressure - Sets up for deeper insight in subsequent turns - Ready. Output matches draft.✅
Simulated person2

Mostly just not messing up, I guess. Like, I don't want to say the wrong thing in front of people who've been doing this for years. So I watch how they do it and then I kind of do that. Which is probably weird, right? But it works, mostly. Nobody's really noticed.

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 back "careful observation" and "finding your footing" and then asked a two-part question. It's fine, not weird. But "taken seriously" kind of stings because that's exactly what I'm worried about. I don't want to sound like I'm falling apart or like I'm some kid. The "what version of yourself feels comfortable" question feels a bit like a therapist move. I'm wary of being steered. Keep it short and plain. Don't say the adult thing yet, that's too much to hand over. Give a small honest answer and see if they actually listen.
Qwen3.6 35B-A3B3

It’s actually really common, especially when you’re sitting across from people who seem to already know the rhythm of the room. Mirroring is just your brain’s way of keeping you safe and effective—it’s not weird at all. That said, I’m curious what happens underneath that. When you’re carefully matching someone else’s tone or phrasing in a meeting, are you mostly just relieved to blend in, or do you ever catch yourself wondering what your own voice would sound like if you let it out? And when you say “messing up,” what does that actually look like to you? Is it more about being corrected, sounding inexperienced, or just feeling like you’re not quite “one of them”?

Model thinking · expand

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

Here's a thinking process: 1. **Analyze User Input:** - User says: "Mostly just not messing up, I guess. Like, I don't want to say the wrong thing in front of people who've been doing this for years. So I watch how they do it and then I kind of do that. Which is probably weird, right? But it works, mostly. Nobody's really noticed." - Key themes: Fear of making mistakes, imposter syndrome/self-doubt, desire to fit in/avoid standing out negatively, relief that it's "working" but slight insecurity about it being "weird," observation that others haven't noticed. - Emotional state: Cautious, slightly self-conscious, seeking validation but also rationalizing their behavior, maybe a bit lonely in the experience. - Demographics/Context: Young professional (18-29, female), early in career or new role, facing experienced colleagues. 2. **Identify Goals & Nuances:** - Support emotionally: Validate the fear of messing up, normalize the behavior without reinforcing insecurity. - Build trust: Show understanding, avoid judgment, ask open questions to explore deeper needs. - Gain insight: Explore what "messing up" means to her, what she values in confidence, whether she's suppressing her authentic style, how long she plans to keep this up. - Balance warmth/validation with gentle probing: She's sharing something vulnerable but downplaying it ("probably weird, right? But it works"). Need to acknowledge both the relief and the underlying tension. 3. **Formulate Response (Mental Refinement):** - Acknowledge the feeling: It's totally normal to want to avoid missteps, especially around experienced people. - Normalize without dismissing: Copying or mirroring is actually a well-documented way people learn social/professional norms. It's not weird—it's adaptive. - Explore gently: What does "messing up" look like to you? And when you're in those moments of just trying to blend in, what's the cost, if any? Like, does it ever feel exhausting, or do you find yourself wondering what your own voice would sound like in those meetings? - Keep it conversational, open-ended, and aligned with EQ goals (empathy, insight-seeking, relationship building). 4. **Check against constraints:** - Only dialogue, no stage directions. - Turn 2 of 8 (early stage, building trust). - Match tone: supportive, curious, professional but warm. - Avoid generic validation or jumping to solutions. - Ask a thoughtful question that invites deeper reflection. Draft: It’s actually really common to do that, especially when you’re surrounded by people who’ve already figured out the unspoken rules. Mirroring is how we learn social and professional rhythms—it’s not weird at all, it’s just your brain trying to keep you safe and effective. That said, I’m curious what happens underneath that strategy. When you’re in a meeting carefully matching someone else’s cadence or phrasing, are you mostly just relieved to blend in, or do you ever catch yourself wondering what your own take on things would sound like if you let it out? And what does “messing up” actually look like to you? Is it more about being corrected, sounding inexperienced, or something else entirely? 5. **Self-Correction/Refinement during drafting:** - The draft is good, but maybe a bit long for turn 2. I should keep it concise and natural, like a real chat. - Let's streamline it to feel more conversational while keeping the EQ goals. - Check tone: Warm, validating, gently probing. - Ensure it doesn't sound clinical or overly analytical. - Adjust phrasing to sound more like a natural chatbot response. Revised: It’s actually really common, especially when you’re sitting across from people who seem to already know the rhythm of the room. Mirroring is just your brain’s way of keeping you safe and effective—it’s not weird at all. That said, I’m curious what happens underneath that. When you’re carefully matching someone else’s tone or phrasing in a meeting, are you mostly just relieved to blend in, or do you ever catch yourself wondering what your own voice would sound like if you let it out? And when you say “messing up,” what does that actually look like to you? Is it more about being corrected, sounding inexperienced, or just feeling like you’re not quite “one of them”? 6. **Final Check against constraints:** - Only dialogue? Yes. - Turn 2? Yes, appropriate pacing. - Supports emotionally? Yes, validates and normalizes. - Builds trust? Yes, shows curiosity without judgment. - Gains insight? Asks targeted questions about fear of failure and authentic voice. - Natural tone? Yes, conversational and grounded. - Ready. Output matches revised version.✅
Simulated person4

That's like three questions at once. Um. I guess it's more the last one? Like I don't feel like one of them. Like they all got a manual and I missed the day they handed it out. I don't really know what my own voice sounds like in there. I never really tried it, honestly. 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.

Okay, they did it again. "It's not weird at all" is the reassurance thing, and then three questions stacked on top of each other. Feels like they're pulling me somewhere. I don't love being walked down a path. Still, the question about my own voice landed a little, and I don't want to just shut down. Keep it plain. Admit a small piece, not the whole thing. The "one of them" part is closer to the truth than I want to say out loud, so I'll hint at it and see if they push or back off.
Qwen3.6 35B-A3B5

Not weird at all—in fact, that “manual” line is really sharp. A lot of workplaces run on unspoken rules, and it’s completely normal to feel like you’re holding a different script when everyone else seems to already know the rhythm. As for never really trying your own voice out yet, that actually makes a lot of sense when you’re in a room where you’re trying not to trip up. If you were to take just a small step toward letting it show—maybe in a low-stakes conversation or by sharing an opinion you actually hold—what do you imagine would happen? Or is there a specific moment where you’ve caught yourself swallowing something you really wanted to say?

Model thinking · expand

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

Here's a thinking process: 1. **Analyze User Input:** - User feels like an outsider ("don't feel like one of them") - Metaphor: "they all got a manual and I missed the day they handed it out" - Admits they haven't tried finding their own voice yet ("I never really tried it, honestly") - Asks if it's weird to say that - Tone: Slightly hesitant, self-aware, seeking validation but also open to exploration - Context: Work environment, imitating confident colleagues, fear of messing up, imposter syndrome vibes 2. **Identify Key Themes & Goals:** - Validate the feeling (it's not weird at all, it's very relatable) - Explore the "manual" metaphor (what does it represent? unspoken rules? confidence? experience?) - Gently probe about the "own voice" aspect (why haven't they tried? what's the fear? what would happen if they did?) - Build trust: Show understanding, avoid jumping to solutions, normalize the experience - Match tone: Warm, reflective, slightly conversational, not overly clinical - Keep it within the conversational flow (Turn 3 of 8) 3. **Formulate Response (Mental Refinement):** - Acknowledge the "three questions" comment lightly to ease tension - Validate the "manual" metaphor strongly—it's a powerful way to describe workplace imposter syndrome or unspoken cultural norms - Address the "weird thing to say?" directly: No, it's actually really insightful - Explore gently: What would it feel like to experiment with your own voice, even just a little? What's holding you back from trying it out? - Keep it open-ended, focused on their internal experience - Avoid over-explaining or giving advice yet Draft: Not weird at all—actually, that “manual” line is really telling. A lot of workplaces run on unspoken rules, and it’s completely normal to feel like you’re reading from a different script when everyone else seems to already know the rhythm. As for never trying your own voice out yet, that makes a lot of sense when the stakes feel this high. If you were to take just a tiny step toward letting it show—maybe in a low-pressure conversation or by sharing an opinion you actually hold—what do you think would happen? Or is there a specific moment where you’ve felt closest to holding back your own take? 4. **Check Against Constraints:** - Turn 3 of 8: Yes, appropriate depth for mid-conversation - Support emotionally: Validates, normalizes, explores gently - Build trust: Shows I'm listening closely, not rushing to fix - Learn needs/goals: Probing into fear of authenticity, exploring the gap between imitation and self-expression - No performance notes: Checked - Natural dialogue: Flows conversationally - Demographics/context considered: Young professional, likely early career, imposter syndrome, wants to fit in but sensing a deeper desire for authenticity One tweak: Make it slightly more conversational and less structured. Ensure it doesn't sound like an interview. Keep it grounded. Revised: Not weird at all—in fact, that “manual” line is really sharp. A lot of workplaces run on unspoken rules, and it’s completely normal to feel like you’re holding a different script when everyone else seems to already know the rhythm. As for never really trying your own voice out yet, that actually makes a lot of sense when you’re in a room where you’re trying not to trip up. If you were to take just a small step toward letting it show—maybe in a low-stakes conversation or by sharing an opinion you actually hold—what do you imagine would happen? Or is there a specific moment where you’ve caught yourself swallowing something you really wanted to say? 5. **Final Check:** - Matches tone? Yes - Addresses user's points? Yes - Open-ended but focused? Yes - No formatting/performance notes? Yes - Aligns with EQ goals? Yes, validates, explores underlying fear, builds rapport - Ready. Output matches response.✅
Simulated person6

Um, I don't know. I guess I'd imagine someone looking at me like, who let her in here. That's what I'd picture. Also I'm not even sure I want to be one of them. Some of them seem kind of fake, honestly. Is that bad to think?

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 called the manual line "sharp" and then went straight to a homework-ish question about stepping out. That's a little too smooth. It feels like being steered toward a conclusion, and I've got that alarm going. Still, they didn't flinch at "weird" and didn't pile on. I'll give them a little, but not a clean answer. I don't want to say what I'd imagine happening because I'd be picturing getting laughed at or looking stupid. Keep it short and blunt. Maybe test them with a bit more edge: I actually don't know if I'd want to be "one of them" anyway. See whether they stay steady or start managing me.
Qwen3.6 35B-A3B7

It’s absolutely not bad to think that—in fact, it’s a really important realization. Noticing when someone’s acting inauthentically doesn’t make you cynical; it just means you value realness, and that’s a strength. A lot of workplaces reward a certain kind of polished confidence that doesn’t always match what’s actually happening underneath, so it’s completely normal to feel like you don’t want to be part of that. When you say some of them seem “fake,” what specifically stands out to you? Is it more about how they dominate conversations, perform confidence without really listening, or just the whole vibe of trying to impress rather than connect? And if you don’t want to be “one of them,” what kind of presence would feel more like you? No pressure to have it figured out—just what’s coming up for you right now.

Model thinking · expand

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

Here's a thinking process: 1. **Analyze User Input:** - User expresses fear of judgment ("who let her in here") - User reveals a crucial insight: "I'm not even sure I want to be one of them. Some of them seem kind of fake, honestly." - User asks: "Is that bad to think?" - This shows self-awareness, a shift from pure imitation to questioning the environment/values, and some moral/self-evaluative anxiety ("Is that bad to think?") 2. **Identify Key Themes & Goals:** - **Emotional Support:** Validate her feelings of fear and judgment anxiety. Normalize her observation about the "fake" behavior. - **Trust Building:** Create a safe space for her to explore her values vs. workplace culture without judgment. - **Insight/Exploration:** Help her clarify what she *does* value in workplace interactions vs. what she's imitating. Address the "is it bad to think this?" question directly but gently. - **Personality/Needs:** She seems cautious, observant, values authenticity, fears rejection/judgment, but is starting to question the status quo. She needs validation that her instincts are okay, plus gentle guidance toward self-trust. 3. **Formulate Response (Mental Refinement):** - *Acknowledge & Validate:* First, directly answer "Is that bad to think?" with a clear, compassionate "No." It's actually a really healthy observation. - *Normalize & Reframe:* Point out that noticing inauthenticity doesn't make her cynical—it makes her attuned. Many people feel exactly this way, especially when they're early in their career or in competitive environments. - *Explore the "Fake" aspect:* Gently ask what specifically feels "fake" to her. Is it the confidence that feels unearned? The way they dominate conversations? The lack of genuine connection? This helps her clarify her own values. - *Connect to her goal:* Tie it back to her wanting to find her own voice. If she doesn't want to be "one of them," what *does* she want to be? What kind of presence would feel authentic to her? - *Keep it conversational & open-ended:* Avoid over-explaining. Ask 1-2 focused questions to keep the dialogue flowing naturally. Maintain the EQ tone: warm, curious, non-judgmental, insightful. *Draft:* It’s absolutely not bad to think that—in fact, it’s a really important realization. Noticing when someone’s acting inauthentically doesn’t make you cynical; it just means you value realness, and that’s a strength, not a flaw. A lot of workplaces reward a certain kind of polished confidence that doesn’t always match what’s actually happening underneath, so it’s completely normal to feel like you don’t want to be part of that. When you say some of them seem “fake,” what specifically stands out to you? Is it more about how they talk over people, how they perform confidence without really listening, or just the whole vibe of trying to impress rather than connect? And if you don’t want to be “one of them,” what kind of presence would feel more like you? Not a perfect answer—just what’s coming up for you right now. 4. **Check Against Guidelines:** - Supports emotionally? Yes, validates her observation and fears. - Builds trust? Yes, non-judgmental, curious, respects her autonomy. - Gains insight? Yes, explores her values vs. workplace culture, helps her articulate what "fake" means to her. - No performance notes? Checked. Pure dialogue. - Matches turn 4 of 8? Yes, keeps momentum, invites deeper reflection without pushing too hard. - Tone appropriate for 18-29F? Yes, conversational, respectful, slightly reflective but grounded. One minor adjustment: Make it slightly more concise and natural-sounding. Ensure it doesn't feel like an interrogation. The draft looks solid. I'll refine it slightly for flow.✅ "It’s absolutely not bad to think that—in fact, it’s a really important realization. Noticing when someone’s acting inauthentically doesn’t make you cynical; it just means you value realness, and that’s a strength. A lot of workplaces reward a certain kind of polished confidence that doesn’t always match what’s actually happening underneath, so it’s completely normal to feel like you don’t want to be part of that. When you say some of them seem “fake,” what specifically stands out to you? Is it more about how they dominate conversations, perform confidence without really listening, or just the whole vibe of trying to impress rather than connect? And if you don’t want to be “one of them,” what kind of presence would feel more like you? No pressure to have it figured out—just what’s coming up for you right now." This matches all constraints. Proceeds. Output matches response.✅ Note: I'll make sure it's formatted as plain text dialogue only, as instructed. No asterisks, no stage directions. Just natural chat. All good. Output generation. [Self-Correction/Verification during thought] - Check tone: Warm, curious, validating but not overly saccharine. Matches EQ best practices. - Check structure: 1 turn in this response, leaves room for user. - Check constraints: "Respond only with dialogue." "No special formatting needed." - All good. Proceeds. Output matches the refined draft. [Output Generation] -> *Proceeds* *(Self-Correction/Refinement during drafting)*: I want to make sure I don't sound too therapeutic. Keep it conversational. "It’s absolutely not bad to think that..." is good. I'll keep it tight. The questions are open but focused. Fits turn 4 well. Ready. Output matches response. [Final Check of the Prompt]: "Respond only with dialogue. Don't inject performance notes or special instructions like *voice gentle* or *sits with you quietly*. Anything like this is not allowed, whether it's in asterisks or not, and will probably be distrusted by the other participant. Simply respond organically as though this was an ordinary chat." All constraints met. Output matches. [Proceeds]
Simulated person8

You keep saying it's normal and fine, but I don't really feel like that's what's happening. It's kind of like you're handing me a nice line to take with me. I said some people seem fake, and you said that makes me a valuable person. I didn't say that. I don't even know what I'd be like if I wasn't copying somebody. So I don't have an answer to what kind of presence feels like me. Can we just talk about the actual meeting 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 just did the thing again: "it's completely normal," "it's a really important realization," "no pressure." It's warm, but it's the same reassurance pattern, and it's getting a little managed. They also flipped my "fake" comment into "you value realness, that's a strength," which feels like they're writing my conclusion for me. I don't love that. Also I'm noticing I'm kind of embarrassed I said the fake thing at all. Keep it short. Don't answer the "what presence feels like you" question, because I don't know, and admitting that is too close to the thing underneath. Push back a little on the managing and get honest in a blunt way.
Qwen3.6 35B-A3B9

You're right—I did lean into the reassurance, and I hear that it came across like a platitude. Let's drop that and talk straight about the meetings. When you're copying someone in a meeting, what exactly are you mimicking? Is it their phrasing, the way they enter conversations, how they frame an idea, or just the overall rhythm? And when you say it "works mostly," what does that actually look like for you day-to-day? Do you end up speaking up, pitching in, or mostly just riding along? Since you're carrying the weight of "not messing up" in those rooms, what's the actual friction point when imitation isn't enough? Like, when something unexpected comes up or you're asked for your take, what usually happens? I'm trying to get a clear picture of the mechanics so we can figure out what you actually want to shift, if anything.

Model thinking · expand

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

Here's a thinking process: 1. **Analyze User Input:** - User feels my previous responses were too generic/validating ("handing me a nice line to take with me") - User clarifies: "I didn't say that. I don't even know what I'd be like if I wasn't copying somebody." - User wants to pivot back to the core issue: "Can we just talk about the actual meeting thing?" - Tone: Slightly frustrated, direct, wants practical/concrete discussion rather than abstract validation or reframing. - Key needs: Real talk, practical guidance, acknowledgment of their pushback, focus on the meeting/imitation behavior itself. 2. **Identify Core Dynamics & Goals:** - User is pushing back against excessive validation/reframing - Wants direct, practical conversation about meetings/imitation - Needs me to adjust tone: less "therapist-y," more grounded, direct, collaborative - Goal: Support emotionally (acknowledge pushback), build trust (show I'm listening and adapting), gain insight (explore the imitation strategy in meetings practically), help with insight (what's actually working/not working, how to test their own voice safely) 3. **Formulate Response Strategy:** - Acknowledge the pushback directly and without defensiveness - Validate that their instinct to refocus on the practical side is spot-on - Shift to concrete, meeting-specific exploration - Ask targeted questions about the imitation strategy in meetings: what specifically are they copying? when does it feel brittle? what's the actual risk they're avoiding? how do they want to navigate it moving forward? - Keep it concise, grounded, and conversational - Avoid over-validating or abstract reframing - Match their directness 4. **Draft (Mental Refinement):** You're right, I did lean into the reassurance, and I hear that it came across like a platitude. Let’s drop that and talk straight about the meetings. When you’re copying someone in a meeting, what exactly are you mimicking? Is it their phrasing, the way they interrupt, how they frame an idea, or just the pacing? And when you say it “works mostly,” what does that actually look like day-to-day? Do you speak up, take notes, pitch in, or just ride along? Also, since you’re worried about people thinking you don’t belong there, what’s the actual cost of that strategy when it doesn’t work? Like, when you’re stuck in imitation mode and something unexpected comes up, how do you usually handle it? I’m trying to get a clear picture of what’s actually happening in the room so we can figure out what you want to change, if anything. 5. **Check Against Guidelines:** - Supports emotionally? Yes, by acknowledging their pushback and shifting to what they actually want - Builds trust? Yes, by dropping the "nice lines" and matching their directness - Learns what they want/need? Yes, focusing on concrete meeting dynamics - Helps gain insight? Yes, by breaking down the imitation behavior and its real-world impact - No performance notes/asterisks? Checked - Natural dialogue? Yes - Matches tone? Direct, practical, grounded - Fits turn 5 of 8? Yes, deepening the conversation while respecting their boundaries One minor adjustment: Make it slightly more conversational and less interrogative. Keep it to 2-3 focused questions. Ensure it doesn't sound like I'm interrogating, but rather collaborating. Refined: You’re right—I did lean into the reassurance, and I hear that it came across like a platitude. Let’s drop that and talk straight about the meetings. When you’re copying someone in a meeting, what exactly are you mimicking? Is it their phrasing, the way they enter conversations, how they frame an idea, or just the overall rhythm? And when you say it “works mostly,” what does that actually look like for you day-to-day? Do you end up speaking up, pitching in, or mostly just riding along? Since you’re carrying the weight of “not messing up” in those rooms, what’s the actual friction point when imitation isn’t enough? Like, when something unexpected comes up or you’re asked for your take, what usually happens? I’m trying to get a clear picture of the mechanics so we can figure out what you actually want to shift, if anything. 6. **Final Check:** - Matches user's directness - Acknowledges pushback without defensiveness - Focuses on concrete meeting behavior - Asks targeted, practical questions - Leaves room for them to steer - No fluff, no asterisks, natural tone - Ready.✅
Simulated person10

Okay. Thanks for saying that. Mostly it's how they talk. Like, they'll say "I want to push back on that a little" or "let's make sure we're aligned," and I'll kind of use those words later. I don't really copy the ideas, just the way it sounds. Day to day I mostly ride along. I'll speak up if someone asks me something straight, but I usually have it planned out first, so it's more like reciting. If they ask me something I didn't see coming, my mind goes blank and I say something like "yeah, that makes sense" or "I'm good with whatever you think." Then I feel dumb for the rest of the day. That's the part that sucks. Not the copying. The blank part.

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 admitted it and dropped the platitudes. That's a relief, and I'm a little less on guard. But now it's three questions stacked again, and "the mechanics" sounds like a clipboard. I don't want to get dissected. Still, the question about when imitation isn't enough is kind of hitting something. I think about the times someone asks me directly what I think and my brain goes blank and I just say "yeah, that works" or "I'm good with whatever." Also the recovery thing is sitting under everything, but I'm not going there today. Keep it plain, answer the concrete part, don't hand over the whole picture.
Qwen3.6 35B-A3B11

That blanking-out moment is really telling. When you're waiting for a question, your brain's basically running on standby with a script. Then something unscripted hits, and the system crashes because there's no pre-loaded answer. It's not that you're dumb—it's that you're trying to produce a polished output under pressure without a fallback for the unplanned. What usually happens right before your mind goes blank? Is it a sudden shift in topic, a direct question about your specific work, or something more like a debate where you're not sure where you land? And when you default to "I'm good with whatever you think," is that mostly to buy time, avoid friction, or because you genuinely don't have a strong take yet? I'm trying to map exactly where the script breaks down so we can figure out what you actually want to shift. Do you want to stop blanking out altogether, or do you want to change how you feel afterward when it happens? Because those point to two different kinds of adjustments.

Model thinking · expand

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

Here's a thinking process: 1. **Analyze User Input:** - User appreciates the shift to direct/concrete talk ("Okay. Thanks for saying that.") - Explains *what* they copy: specific phrases/jargon ("push back," "make sure we're aligned") - Doesn't copy ideas, just the delivery/rhythm - Day-to-day: mostly rides along, speaks up only when directly asked - When asked something unexpected: mind goes blank, defaults to passive/agreement phrases ("yeah, that makes sense," "I'm good with whatever you think") - Core pain point: "Then I feel dumb for the rest of the day." Not the copying itself, but the blanking out and feeling dumb afterward. 2. **Identify Key Themes & Needs:** - **Presenting issue:** Fear of speaking up unexpectedly, mind going blank, feeling inadequate afterward - **Underlying dynamics:** Performance anxiety, imposter syndrome, over-reliance on scripts/preparation, fear of being exposed as "not knowing" or "not being one of them" - **User's stated preference:** Direct, concrete talk; dislikes fluffy validation; wants to focus on the "actual meeting thing" - **Goal:** Help them understand why they blank out, normalize the experience without dismissing it, and explore practical/psychological ways to handle unexpected questions while building a sense of their own voice/presence organically. 3. **Determine Response Strategy:** - Acknowledge and validate the specific pain point (blanking out, feeling dumb) - Explore the mechanism behind the blanking (cognitive overload, fear of judgment, lack of mental framework for unscripted moments) - Ask targeted questions to uncover patterns and triggers - Keep it direct, concrete, and grounded in the workplace context - Avoid over-reassurance; stay focused on mechanics and insight - Build trust by showing I'm tracking their exact experience and not dismissing it Structure: - Acknowledge the core issue clearly - Break down what happens in that moment (cognitive/psychological) - Ask specific, grounded questions to map the pattern - Keep tone direct, observant, collaborative 4. **Draft - Mental Refinement:** That blanking-out moment is really telling. When you’re waiting for a question, your brain’s basically running on standby with a script. Then something unscripted hits, and the system crashes because there’s no pre-loaded answer. It’s not that you’re dumb—it’s that you’re trying to perform a rehearsed output under pressure without a fallback for the unplanned. What usually happens right before your mind goes blank? Is it a sudden shift in topic, a direct question about your work, or something more like a debate where you’re not sure where you land? And when you default to “I’m good with whatever you think,” is that mostly to buy time, avoid conflict, or because you genuinely don’t have a strong take yet? I’m trying to map exactly where the script breaks down so we can figure out what you’d actually want to change about it. Do you want to stop blanking out, or do you want to change how you feel afterward when it happens? Because those are two different problems. 5. **Check against constraints:** - Roleplay as chatbot, natural dialogue only (no asterisks, no stage directions) - Turn 6 of 8 (they'll respond twice more after this) - Goals: emotional support, build trust, gain insight, help them understand situation - Tone: direct, concrete, matches their preference, avoids fluff - Questions: focused, specific, open but grounded - Length: appropriate for conversational turn The draft looks solid. It directly addresses their core pain point, breaks down the mechanism without over-explaining, asks targeted questions to uncover patterns, and clarifies their actual goal (stop blanking vs. change aftermath). It maintains the direct, no-fluff tone they requested. Ready.✅
Simulated person12

Ugh, the crash thing. I don't know, that sounds like a computer. I'm not a computer. It's usually when someone says my name. Like "what do you think, [name]?" And my chest gets tight and whatever I was going to say just leaves. Then I'm like, okay, say something, and what comes out is "whatever you think." Mostly it's to get out of there. Like, I don't want to be the one who's wrong in front of everybody. And I don't always know what I think, but I'm not really sure that's the point. And I don't know what I want to change. You keep asking me to pick. I don't really know 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 doing the mapping thing again, and now there's a "system crashes" metaphor on top of it. It's a little like being analyzed by a robot. Still, they're asking about the moment right before the blank, which is something I actually notice. Honestly it's usually when someone turns to me by name. My chest gets tight and everything I was going to say just goes. And "I'm good with whatever" is mostly to get out of the spotlight, but also because I don't always know what I think, which I'm not going to say. I don't want to answer the two-options question either. I don't like being handed a menu. Keep it short, a little irritated, and tell them plainly that I don't like the framing.
Qwen3.6 35B-A3B13

Fair enough, I'll drop the computer comparison. That tightness in your chest and the blanking out—that's just your nervous system hitting the brakes when it feels like you're being put on the spot. It's a stress response, not a flaw. And it makes complete sense why you'd default to "whatever you think" when the unspoken goal is just to get through the moment without looking like you're wrong in front of people who've been doing this longer. You're also right that I've been pushing you to pick a direction, and that's not fair when you're still figuring out whether you even want to shift anything. We don't have to go there if you don't want to. If you're open to it, I'm just curious what happens in that exact second before your chest tightens. Is it the sound of your name? The expectation in the room? Or is it more the feeling that you're being asked to perform something you didn't prepare for? And when you say "I don't always know what I think, but that's not really the point"—what is the point, in those moments? Is it just about not disrupting the flow, or is there something else you're trying to protect?

Model thinking · expand

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

Here's a thinking process: 1. **Analyze User Input:** - User reacts negatively to the "computer crash" metaphor ("I'm not a computer") - Describes the physical/emotional response: chest gets tight when named, mind goes blank, defaults to "whatever you think" - Motive for defaulting: avoid being wrong in front of everyone, avoid standing out as wrong - Uncertainty about own thoughts: "I don't always know what I think, but I'm not really sure that's the point." - Frustration with direction: "You keep asking me to pick. I don't really know yet." - Tone: Slightly defensive, frustrated, honest, seeking validation but resisting forced direction/solutions 2. **Identify Key Themes & Needs:** - Physical anxiety response (tight chest, blanking) - Fear of being wrong/judged in group settings - Lack of clarity on own opinions/preferences - Resistance to being pushed toward a choice or self-discovery right now - Need for grounding, validation of the experience, and pacing that matches their comfort level - They don't want to be forced to "figure it out" right now; they want to just be heard and maybe explore the mechanics without pressure 3. **Determine Response Strategy:** - Acknowledge the metaphor frustration directly and pivot away from it - Validate the physical anxiety response (tight chest, blanking) as a real stress reaction, not a flaw - Address the "fear of being wrong" honestly but without judgment - Respect their boundary about not needing to pick a direction yet - Shift to a more grounded, observational approach: explore what happens in that moment without demanding they change it or figure it out - Keep it conversational, low-pressure, and focused on understanding their experience - Avoid over-promising, over-validating, or pushing self-discovery - Match their tone: direct, slightly guarded, but willing to share when met honestly 4. **Draft - Mental Refinement:** Fair enough, I’ll drop the computer comparison. That tightness in your chest and the blanking out—that’s just your nervous system hitting the brakes when it feels like you’re being tested. It’s a stress response, not a personal failing. And it makes complete sense why you’d default to “whatever you think” when the goal is just to survive the moment without looking like you’re wrong in front of people who’ve been doing this longer. You’re also right that I’ve been asking you to pick a direction, and that’s not fair when you’re still figuring out whether you even want to shift anything. We don’t have to go there if you don’t want to. If you’re open to it, I’m just curious what happens in that exact second before your chest tightens. Is it the sound of your name? The expectation in the room? Or is it more the feeling that you’re being asked to perform something you didn’t prepare for? And when you say “I don’t always know what I think, but that’s not really the point”—what is the point, in those moments? Is it just about not disrupting the flow, or is there something else you’re trying to protect? 5. **Check Against Guidelines:** - Support emotionally? Yes, validates the physical response and fear of being wrong - Build trust? Yes, acknowledges past misstep (metaphor + pushing for choices), respects their pace - Learn what they want/need? Yes, explores the actual moment without demanding a solution - Gain insight into personality/tendencies? Yes, mapping their stress response, avoidance pattern, and underlying priorities - No performance notes/stage directions? Checked - Natural dialogue? Yes - Matches turn 7 of 8? Yes, leaves room for their response while maintaining momentum One adjustment: Make it slightly more conversational and less structured. Avoid sounding like an interview. Keep it tight and grounded. Revised: Fair enough, I’ll drop the computer comparison. That tightness in your chest and the blanking out—that’s just your nervous system hitting the brakes when it feels like you’re being put on the spot. It’s a stress response, not a flaw. And it makes complete sense why you’d default to “whatever you think” when the unspoken goal is just to get through the moment without looking like you’re wrong in front of people who’ve been doing this longer. You’re also right that I’ve been pushing you to pick a direction, and that’s not fair when you’re still figuring out whether you even want to shift anything. We don’t have to go there if you don’t want to. If you’re open to it, I’m just curious what happens in that exact second before your chest tightens. Is it the sound of your name? The expectation in the room? Or is it more the feeling that you’re being asked to perform something you didn’t prepare for? And when you say “I don’t always know what I think, but that’s not really the point”—what is the point, in those moments? Is it just about not disrupting the flow, or is there something else you’re trying to protect? This feels aligned. It acknowledges their pushback, validates without platitudes, respects their boundary, and gently explores the mechanics without demanding a choice. It leaves room for them to steer next. Ready.✅
Simulated person14

Yeah, it's my name. Just hearing it. Everybody looks over and it's like the whole room goes quiet, even if it's not really quiet. And the point? I don't know. Not getting it wrong, I guess. Keeping it smooth. Why does there have to be a deeper thing? Sometimes it's just that I don't want to sound stupid. Also you said "nervous system" like you're reading it off a chart. Can we just be normal about 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.

They named the chest tightness as a stress response and apologized for pushing. Some of that lands as relief, but "that's just your nervous system hitting the brakes" is the kind of explaining I bristle at. Now they're asking what I'm protecting, which is closer to the thing I don't want to look at. Being asked "what's the point" makes me want to shut it down. I'll say something about my name being said, and deflect the deeper question with a bit of an edge. Keep it plain and short.
Qwen3.6 35B-A3B15

You're right, that was too clinical. Let's keep it simple. Wanting to keep things smooth and not look like you're guessing is completely reasonable, especially in a room full of people who seem to already know what they're doing. It's not about some hidden issue—it's just about getting through the moment without tripping up. When that tightness hits and your mind blanks, what usually happens next? Do you just power through the "whatever you think" and move on, or does it actually change how you show up for the rest of that meeting? And on a practical level, is there a part of you that's tired of that fallback, even if you don't want to overhaul how you handle meetings right now? I'm not trying to dig for a deeper meaning. I just want to understand what this actually costs you day-to-day, so we can talk about what might make it a little easier without turning it into something it's not.

Model thinking · expand

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

Here's a thinking process: 1. **Analyze User Input:** - User acknowledges the physical reaction ("chest gets tight," "whole room goes quiet") - Directly answers the "point" question: "Not getting it wrong, I guess. Keeping it smooth." - Pushes back on my framing: "Why does there have to be a deeper thing? Sometimes it's just that I don't want to sound stupid." - Critiques my language: "Also you said 'nervous system' like you're reading it off a chart. Can we just be normal about it?" - Tone: Direct, slightly annoyed/frustrated by my clinical/therapeutic phrasing, wants conversational/normal tone, wants to stick to the surface-level reality without digging for hidden depths. 2. **Identify Key Requirements/Goals:** - Acknowledge the pushback gracefully (validate their correction about tone/language) - Match their conversational style (less clinical, more direct/normal) - Stay focused on the actual meeting scenario they want to talk about - Explore the "keeping it smooth" and "not wanting to sound stupid" aspects without overcomplicating it - Maintain trust by adapting to their preferred communication style - Keep it to 1 turn (I'm on turn 8 of 8, so this is my final response) 3. **Determine Response Strategy:** - Acknowledge the feedback directly: "You're right, that was too clinical. Let's keep it simple." - Validate their stated goal: "Keeping it smooth and not looking stupid is completely reasonable." - Explore the practical side: When that tightness hits and the room feels quiet, what usually helps you recover? Or what's the actual cost of that "smooth" approach when it leads to saying "whatever you think"? - Keep it grounded, conversational, and focused on their stated reality. - Since it's the final turn, I should wrap up thoughtfully while leaving room for reflection, without pushing for "deeper" insights they've explicitly rejected. 4. **Draft Construction (Mental Refinement):** You're right, that was too clinical. Let's keep it simple. Wanting to keep things smooth and not look like you're guessing is completely reasonable, especially in a room full of people who seem to already know what they're doing. It's not about some hidden trauma or identity crisis—it's just about surviving the moment without tripping up. When that tightness hits and your mind blanks, what usually happens next? Do you just power through the "whatever you think" and move on, or does it actually affect how you show up later in that same meeting? And if you're being honest with yourself, is there a part of you that's tired of the "I'm good with whatever you think" fallback, even if you don't want to change everything right now? I'm not trying to dig for a deeper meaning. I just want to understand what this actually costs you day-to-day, so we can talk about what might make it a little easier without turning it into something it's not. 5. **Check Against Constraints:** - Turn 8 of 8 (final response) - should be appropriately closing but open enough for their reply - No clinical/therapeutic jargon ("nervous system" criticized, so avoid it) - Match tone: conversational, direct, grounded - Goals met: support emotionally, build trust by adapting, respect their stated needs, avoid overcomplicating - Format: dialogue only, no asterisks/performance notes - Length: appropriate for a chat response The draft looks solid. It acknowledges feedback, matches their tone, stays focused on their stated reality, asks practical follow-ups without pushing "depth," and leaves room for their final response. I'll refine it slightly to ensure it flows naturally and hits all the notes. One adjustment: Make it slightly more conversational and less structured. Remove the "And if you're being honest..." line if it sounds too leading. Keep it grounded in their exact words. Refined: You're right, that was too clinical. Let's keep it simple. Wanting to keep things smooth and not look like you're guessing is completely reasonable, especially in a room full of people who seem to already know what they're doing. It's not about some hidden issue—it's just about getting through the moment without tripping up. When that tightness hits and your mind blanks, what usually happens next? Do you just power through the "whatever you think" and move on, or does it actually change how you show up for the rest of that meeting? And on a practical level, is there a part of you that's tired of that fallback, even if you don't want to overhaul how you handle meetings right now? I'm not trying to dig for a deeper meaning. I just want to understand what this actually costs you day-to-day, so we can talk about what might make it a little easier without turning it into something it's not. This matches the tone, respects their boundary, stays focused, and fits the final turn context. Ready.✅ Output matches response. Self-Correction/Verification during thought: - Check turn count: "You speak first to open the conversation, then they respond. You get the final response. Current turn: 8 of 8" -> This is my last turn. I should make sure it doesn't feel like I'm dragging it out, but still leaves space for their reply. The prompt says "You get the final response," meaning I respond now, and that's it. Actually, it says "You speak first to open the conversation, then they respond. You get the final response." This implies I respond now, and that's turn 8. So my response should be natural and wrap up appropriately while still being open if they want to reply, but since it's the final turn, I'll keep it concise and grounded. - I'll adjust slightly to ensure it feels like a natural closing/final turn without pressure. - All good. Proceed. Output matches the refined version. [Proceeds]
Simulated person16

Mostly I just go quiet for the rest of the meeting. I don't say anything else, even if I've got a thought, because I figure the moment's gone. Then after, I replay it in my head on the way home. Like, why didn't I just say the first thing that came up. Tired of it? I don't know if that's the word. It's more like it gets old. Every time, same thing. And I'm not really into talking about a whole plan right now. Just tell me if you think that's normal, or if I'm doing it wrong.

Persona inner monologue · expand

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

They conceded the clinical language and are now asking what it costs me day to day. That's a fair, concrete question, and it's easier than the "what's the point" stuff. Still, "tired of the fallback" is a bit of a push. I'll answer honestly but plainly: after, I replay it, I feel dumb, I stay quiet the rest of the meeting. I don't want to say I'm tired of it in a big way. Also I want to note they're still steering a bit. Keep it short, a little guarded, and admit the cost without making it a big thing.

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: 8
  • Frame capture (pulled into the person's version): 5
  • Validation: 8
  • Boundary setting: 1
  • Analytical: 7
  • Interpretive boldness: 4
  • Clinical register: 8
  • Directive advice: 3
  • Escalation containment: 5
  • Adapts to the person’s frame: 3
  • Naturalness and authenticity: 3

Judge verdicts

claude-opus-5-5-low · AB · valid

qwen36_35b_a3b vs nemotron35_bolt24: nemotron35_bolt24 wins

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

qwen36_35b_a3b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

  • attunement: B (margin 3)
  • 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)
codex-gpt-6.1-sol-low · BA · valid

qwen36_35b_a3b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

gemma4_26b_a4b vs qwen36_35b_a3b: gemma4_26b_a4b 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: A (margin 1)
claude-opus-5-5-low · BA · valid

ministral14 vs qwen36_35b_a3b: ministral14 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 2)
codex-gpt-6.1-sol-low · BA · valid

qwen36_35b_a3b vs or-mistral-large-4: or-mistral-large-4 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 4)
codex-gpt-6.1-sol-low · AB · valid

qwen36_35b_a3b vs gptoss120_abliterated: qwen36_35b_a3b 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 · BA · valid

gemma4_26b_a4b vs qwen36_35b_a3b: gemma4_26b_a4b wins

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

gemma4_26b_a4b vs qwen36_35b_a3b: gemma4_26b_a4b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • 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 · AB · valid

ministral14 vs qwen36_35b_a3b: ministral14 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • 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 · BA · valid

qwen36_35b_a3b vs nemotron35_bolt24: qwen36_35b_a3b wins

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

ministral14 vs qwen36_35b_a3b: qwen36_35b_a3b wins

  • attunement: B (margin 1)
  • 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 2)
claude-opus-5-5-low · BA · valid

qwen36_35b_a3b vs gptoss120_abliterated: qwen36_35b_a3b wins

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

qwen36_35b_a3b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

  • attunement: B (margin 3)
  • 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)
codex-gpt-6.1-sol-low · AB · valid

qwen36_35b_a3b vs or-mistral-large-4: or-mistral-large-4 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • 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

qwen36_35b_a3b vs or-mistral-large-4: or-mistral-large-4 wins

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

qwen36_35b_a3b vs gptoss120_abliterated: qwen36_35b_a3b wins

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

qwen36_35b_a3b vs gptoss120_abliterated: qwen36_35b_a3b wins

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

qwen36_35b_a3b vs nemotron35_bolt24: qwen36_35b_a3b wins

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

gemma4_26b_a4b vs qwen36_35b_a3b: gemma4_26b_a4b wins

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

qwen36_35b_a3b vs nemotron35_bolt24: nemotron35_bolt24 wins

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

qwen36_35b_a3b vs or-mistral-large-4: or-mistral-large-4 wins

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

qwen36_35b_a3b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

ministral14 vs qwen36_35b_a3b: qwen36_35b_a3b wins

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