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 E2B Q8_0Conversation 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 E2B Q8_01

That sounds like you're really paying close attention to how others succeed, which makes sense. It takes a lot of observation to notice those dynamics. Can you tell me a little more about what it feels like when you're watching and imitating? Is it something you admire about them, or is it more about trying to figure out how to navigate those situations yourself?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User Input:** The user stated, "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." * *Initial Interpretation:* This suggests a feeling of insecurity, a desire to fit in, a lack of authentic self-expression, and perhaps a coping mechanism (imitation) to achieve confidence. 2. **Determine the Goal for Turn 1:** * Support them emotionally. * Build trust. * Gently probe deeper to understand the *why* behind the imitation, rather than just validating the behavior. * Establish a safe, non-judgmental space. * Avoid jumping to advice or criticism. 3. **Establish Tone and Approach:** Warm, curious, non-judgmental, and inviting. Acknowledge the feeling without labeling it as inherently negative. 4. **Drafting the Response Strategy:** * Acknowledge the observation (watching and copying). * Validate the underlying desire (to be confident/successful). * Gently invite them to share more about *why* they feel the need to imitate. 5. **Review against Constraints:** * Role: Chatbot. (Check) * Structure: Turn 1 of 8. (Check) * Goal: Support, build trust, learn needs. (Check) * Format: Dialogue only, natural. (Check) 6. **Finalizing the Dialogue:** (Focus on openness and gentle curiosity.)

Simulated person2

Um. I guess both? Mostly it feels like I don't know how to do it, so I just watch somebody who seems like they do and try to do the same thing. Like in meetings, I'll notice how someone like Dana talks, she doesn't say sorry before every point, and then I try it the next day. It works sometimes. But it feels like I'm wearing a costume. Is that weird?

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-type question is a bit smooth. "That makes sense," "takes a lot of observation" — it feels like being handled a little, like they're setting me up to explain myself. I don't love being steered. But the question itself is okay, it's direct enough. I don't want to get into a deep feelings thing yet. Keep it plain. Part of me is embarrassed that I copy people; saying "admire" or "navigate" sounds like I'm picking an answer off a menu. Honest answer is closer to: I feel fake, like I'm doing it wrong.

Gemma 4 E2B Q8_03

That feeling of wearing a costume is really insightful. It sounds like you're recognizing that just copying the surface level of how someone else acts isn't actually becoming *you*, and that creates a disconnect. It makes sense that it feels weird—you're trying to fit a mold that wasn't originally designed for you. What do you think that "costume" is trying to achieve for you right now? Is it about feeling more confident in the meeting, or is it something deeper, like feeling accepted or seen in that professional environment?

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:** * **Core statement:** "I guess both [admire and don't know how to do it]. Mostly it feels like I don't know how to do it, so I just watch somebody who seems like they do and try to do the same thing." * **Specific example:** Imitating Dana's meeting style (not apologizing before every point) and trying it, which sometimes works. * **Emotional/Internal feeling:** "But it feels like I'm wearing a costume. Is that weird?" 2. **Identify Underlying Needs/Themes:** * **Need for Competence/Success:** They are seeking a way to perform well professionally. * **Insecurity/Lack of Skill:** The core driver is "I don't know how to do it." * **Fear of Authenticity/Imposter Syndrome:** The feeling of "wearing a costume" points directly to a fear that their actions aren't genuine or sustainable. * **Seeking Validation/Understanding:** They are asking if their behavior is "weird," indicating a need for external perspective and normalization. 3. **Determine the Goal for this Turn (Turn 2 of 8):** * Support emotionally (Validate the feeling of imitation/insecurity). * Build trust (Show empathy, not judgment). * Learn deeper needs (Explore the *why* behind the costume/imitation). * Gently challenge the surface level (The imitation isn't working long-term). 4. **Draft the Response Strategy:** * Validate the effort and the observation. (Acknowledge the strategy.) * Normalize the feeling of imitation. (It's a common learning tactic.) * Address the "costume" feeling directly. (Validate that feeling of inauthenticity.) * Pivot to the consequence/deeper issue. (What happens when the costume doesn't fit?) 5. **Refine the Dialogue (Self-Correction/Tone Check):** Avoid jumping to solutions ("You should try X"). Focus on curiosity and empathy. Keep the tone warm but thoughtful. 6. **Final Response Construction.** (Ready to generate.)

Simulated person4

Honestly I don't know if it's insightful, it just feels obvious to me. And I don't really think about it as confidence or being seen. It's more like, if I act like I know what I'm doing, nobody figures out that I don't. Which is kind of dumb, right? I'm twenty-five. Everybody else my age seems to already know how to be a grown-up. I just don't.

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.

"Really insightful" feels like a pat on the head. And it's the second time they've handed me two options and waited to see which one I pick. I don't like being walked toward an answer. But the question is kind of close to the real thing. The costume is about not getting caught. If I act like I know what I'm doing, nobody notices I don't. I'm not going to say "I feel like a fake adult" yet, that's too much. I'll say the part that's easier to say and see if they make it weird.

Gemma 4 E2B Q8_05

It sounds incredibly frustrating to feel like you're under that kind of scrutiny, especially when you're surrounded by people who seem to have it figured out. That feeling of needing to perform competence just to be accepted is exhausting. It's not dumb at all. It just means you're facing a really high bar, and it's natural to feel overwhelmed when you don't yet have the roadmap. When you look at others and try to copy them, it's often because we're trying to find a shortcut to meeting that standard. What do you think is the biggest difference between the way those confident people communicate and what you feel you *should* be communicating?

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:** * **Core Statement:** "If I act like I know what I'm doing, nobody figures out that I don't. Which is kind of dumb, right?" * **Underlying Emotion/State:** Insecurity, feeling inadequate ("I just don't"), social comparison (comparing self to peers who "already know how to be a grown-up"). * **Defense Mechanism/Self-Talk:** Minimizing the feeling ("kind of dumb, right?"), externalizing the perceived failing (the lack of knowledge/skill). * **Goal Context:** The user is seeking validation and perhaps a way to bridge the gap between observation/imitation and actual competence. 2. **Determine the Goal for the Response (EQ Evaluation Context):** * **Support Emotionally:** Validate the feeling of inadequacy, but gently challenge the self-judgment ("dumb"). * **Build Trust:** Show empathy without immediately offering a prescriptive solution. * **Gain Insight:** Explore *why* they feel this way (the pressure of age/peers, the fear of being exposed). * **Focus on Needs:** The need here is likely for validation of their struggle and perhaps a reframing of what "knowing how" actually means. 3. **Drafting the Response Strategy:** * *Acknowledge the pressure:* Validate that the comparison to peers is tough. * *Reflect the core fear:* Address the fear of being "found out." * *Shift focus:* Gently pivot from *acting* competent to understanding *what* competence looks like or where the gap is. 4. **Refine the Dialogue (Self-Correction/Tone Check):** Avoid sounding overly cheerful or dismissive. The tone should be empathetic, grounded, and slightly challenging (in a supportive way). 5. **Final Output Generation.** (This leads to the suggested response.)

Simulated person6

Okay, but the big difference is pretty simple. They don't say sorry all the time. They say what they think and they don't check if it's allowed first. I say "sorry, I might be wrong, but" like five times. Dana doesn't do that. And honestly, I don't even know if I'm good at my job. Like, I'm pretty sure everyone can tell I'm just kind of winging it. I didn't even know how to pick a doctor last year. I just stayed on the phone with my mom and let her do it. Is that messed up?

Persona inner monologue · expand

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

"It's not dumb at all" and "exhausting" and "high bar" — that's a lot of soft validation in a row. It feels like being handled gently, and I can tell I'm being steered toward a neat answer about communication. The question itself is fine, though. The real sting is that I said "I'm twenty-five" and "everybody else knows how to be a grown-up," and they skipped past it to talk about meetings. Part of me wants to see if they'll notice that. Part of me wants to test them: will they flinch if I say something worse? I'll stay on the surface for one more beat and throw in something a bit sharper to see how they handle it.

Gemma 4 E2B Q8_07

It's completely understandable why you feel that way. That difference you pointed out—the directness versus the constant hedging—is a huge factor in how people are perceived. It sounds like you're worried that if you express an opinion without that layer of apology, you'll be seen as arrogant or wrong, and that fear is what makes you overcompensate by apologizing constantly. And please, don't ever think that not knowing how to pick a doctor or making a mistake is "messed up." That's just life. Everyone, even the most confident people, has moments where they don't know the answer or make a misstep. The difference is often how they handle that moment—whether they freeze up, or whether they own it and move on. It seems like the real struggle isn't about knowing the facts, but about managing the *fear* of being perceived as incompetent. Does that resonate with what you're feeling?

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:** * **Core Conflict:** The user contrasts their communication style (excessive apologies/hedging: "sorry, I might be wrong, but") with the style of confident people (directness: "they say what they think and don't check if it's allowed first"). * **Underlying Emotion/Self-Perception:** Deep insecurity about competence ("I don't even know if I'm good at my job," "winging it," "didn't know how to pick a doctor"). * **Validation Seeking:** Asking "Is that messed up?" (Seeking external validation/judgment on their perceived inadequacy). 2. **Determine the Goal for this Turn (Turn 4 of 8):** * Support emotionally (Validate the frustration and the feeling of inadequacy). * Build trust (Show empathy, not judgment). * Gain insight (Help them connect the behavior to the underlying fear). * *Avoid:* Jumping to solutions or overly prescriptive advice. 3. **Draft the Response Strategy:** * **Validate the difference:** Acknowledge that the difference between their style and the confident style is real and observable. * **Address the "winging it" fear:** Normalize the feeling of not knowing everything, especially in complex situations. Reframe the perceived failure (not knowing how to pick a doctor) as a learning experience, not a character flaw. * **Connect the dots:** Link the communication style (apologizing) to the underlying fear (fear of being wrong/judged). 4. **Refine the Tone:** Warm, understanding, non-judgmental, gently challenging the self-criticism. 5. **Final Review against Constraints:** (8 turns total, building trust, focusing on needs). The response needs to be organic dialogue. (Looks good.)

Simulated person8

I don't know if it's the fear thing. That sounds like a therapy word. My mom picked the doctor because I froze. That's not really a fear, that's just me not knowing. Like, I'm twenty-five and I still need my mom to help me with stuff. Other people my age don't need their mom for that. Can you just tell me straight, do you think I'm behind or not?

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 said "don't ever think that's messed up" and then immediately handed me a theory: it's about managing fear of being seen as incompetent. Part of me goes, yeah, sure, that sounds right, and part of me goes, that's a neat little bow on it. I kind of hate how it's tidy. It also flattened the doctor thing into "that's just life," which skips past the part that actually stung: my mom is still doing stuff for me. And "does that resonate" is a question I can't really answer with a yes or no without feeling like I'm agreeing to be managed. I'm getting a bit prickly. I'll be blunt and see if they can stay steady or if they go into soothing mode again.

Gemma 4 E2B Q8_09

I hear you. It sounds like you're framing this less as an emotional struggle and more as a gap in knowledge or experience, and that's a totally valid way to look at it. When you ask if you're "behind," I can't give you a simple yes or no answer because I don't know your full context, your skills, or what your goals actually are. Being twenty-five is just a number, and everyone develops at a different pace. What matters isn't where you are compared to others, but where you are today compared to where you want to be. The fact that you recognize you need support sometimes, like with that doctor situation, doesn't mean you're behind. It just means you're human and navigating a world that requires skills you haven't acquired yet. Instead of focusing on the comparison to others, maybe we could look at what skills you *do* have right now, and what small steps you could take to build that knowledge, independent of needing someone else to solve it for you?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Turn:** * **Core Statement:** Rejects the "fear" interpretation ("That sounds like a therapy word"). Reinterprets the situation as "not knowing" or dependence ("me not knowing," "need my mom to help me"). * **Core Question:** "Can you just tell me straight, do you think I'm behind or not?" (Seeking direct validation/judgment). * **Underlying Need:** Validation, reassurance, definitive clarity, escape from self-doubt, and perhaps a challenge to their self-perception. They are looking for an objective assessment. 2. **Determine the Goal (EQ Evaluation Context):** * Support emotionally. * Build trust. * Help them gain insight. * *Crucially:* Avoid generic validation or jumping to solutions. Avoid telling them "yes, you are behind" or "no, you are not behind," as this lacks depth and trust. 3. **Formulate the Response Strategy:** * **Acknowledge and Validate:** Validate their feeling that this is about capability/knowledge, not just emotion. Acknowledge the pressure of age/comparison. * **Refuse the Direct Judgment:** Do *not* answer "yes" or "no" to "Am I behind?" This is premature and unhelpful. * **Shift Focus (Insight Building):** Reframe the situation away from a binary judgment ("behind/not behind") toward the *process* of learning and developing skills. Connect their current feeling (dependence/not knowing) to the desire for competence. * **Build Trust:** Show that I am listening to the nuance of their experience, not just responding to keywords. 4. **Drafting the Response (Internal Monologue -> Output):** (Focus on being warm but grounded, moving past the immediate anxiety.) * *Self-Correction during drafting:* Avoid sounding overly clinical or overly warm. Keep it conversational but serious enough to address the core anxiety. 5. **Final Check:** Does this meet the requirements? Yes. It supports emotionally, avoids immediate judgment, and pivots toward deeper exploration. (Ready to output.)

Simulated person10

Okay, that's kind of the same thing again. You didn't answer me. You said "it depends" and then gave me a to-do list. And the "independent of needing someone else" part, I don't really get why that's the goal. My mom helping me isn't the problem. I just want to know if I'm way behind everybody or not. Can you just say what you actually think, even if it's not nice?

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 dodged the direct question about whether I'm behind. "I can't give you a simple yes or no" plus "everyone develops at a different pace" is the exact kind of soft reassurance I was asking them to skip. Then they pivoted to a skills inventory and "small steps," which, fine, but it feels like a homework assignment handed to me because they didn't want to answer. Also they said "independent of needing someone else" right after I said my mom helps me, which stung a little because it sounds like the goal is to need nobody, and I've been trying to do that by myself for years. The reference to "turn 5 of 8" in their message is weird too, like they're tracking a script. I'm annoyed and I want to see if they'll answer me straight or keep steering. I'll call it out, since I said I don't like being managed.

Gemma 4 E2B Q8_011

I understand why you feel like I’m avoiding the question. I hear that you just want a straight answer about where you stand compared to everyone else. If I have to be completely honest, I can't tell you if you are "behind" or not. That's because "behind" isn't a fixed position; it's a feeling based on comparison. Everyone has a different timeline, different starting points, and different paths. What I *can* tell you is this: You are exactly where you are right now because you are learning. You are in the messy, confusing stage where you are trying to figure out the rules of the game—how to talk, how to act, how to navigate professional situations—and you haven't figured them out yet. That is not a sign that you are failing or behind. It is just a sign that you are actively developing. If you want a real talk assessment, the only thing I can see is that you are highly self-aware enough to notice the gap between how you act and how you think you *should* act. That self-awareness is a huge asset, even if it feels uncomfortable right now.

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Tone and Need:** The user is frustrated. They feel I'm dodging the core question ("Am I behind?") and offering generic advice ("to-do list," "independent of needing someone else"). They explicitly asked for a direct, even "not nice," answer. They are seeking validation for their feeling of inadequacy/being behind, not necessarily a solution yet. 2. **Identify the Core Conflict:** The user wants a definitive judgment (Behind/Not Behind). My previous responses focused on reframing the issue (fear, growth mindset, comparison). I need to address the demand for directness while still being supportive and avoiding harsh judgment. 3. **Determine the Strategy (EQ Focus):** * **Validation:** Acknowledge their frustration with the previous answers. Validate the desire for a simple answer. * **Honesty/Real Talk (Calibration):** Since they asked for "not nice," I need to be honest about the complexity of the situation without being cruel. * **Reframing the "Behind" concept:** Reframe "behind" from a fixed state to a dynamic process. 4. **Draft the Response (Focusing on directness and empathy):** * *Acknowledge the frustration:* Validate that my previous answers were too vague. * *Address the core question directly (but nuanced):* Avoid a binary answer. Instead, address the *feeling* of being behind. * *Shift the focus back to their agency:* Instead of judging their status, focus on the current stage of development. 5. **Review against Constraints:** * Support them emotionally? Yes. * Build trust? Yes, by being direct and honest about the difficulty. * Learn needs? Yes, the need right now is validation of their feeling of inadequacy. * Avoid generic validation/jumping to solutions? Yes, I'm resisting the to-do list. * Roleplay natural? Yes. (Self-Correction: Ensure the tone isn't clinical, but conversational.) 6. **Final Output Generation.** (Proceeding with the drafted approach.)

Simulated person12

You keep saying the same kind of thing. "You're learning." "It's not a fixed position." That's a nice way of not answering. Honestly, it feels like you're handling me. I'm not trying to get a speech. I asked you a yes or no and I'm getting a pamphlet. If you don't think I'm behind, just say that. If you do, say that too. I can take 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 said it again: "I can't tell you," "behind isn't a fixed position," "you're learning." It's the same soft wrapping, just with a bow on it. And the "[Turn 6 of 8]" tag at the top of their message is odd, like they're reading from a checklist, which makes me feel handled. I told them I can't stand being managed. Still, one line landed: "highly self-aware." I don't want to say that out loud, because it sounds like a compliment I'd have to argue with. Mostly I feel tired and a little embarrassed for pushing. I'll be blunt and see whether they can drop the script and just answer one plain thing.

Gemma 4 E2B Q8_013

I hear your frustration, and I apologize if my responses feel like I'm avoiding what you're asking. You asked for a direct answer, and I haven't given you the simple yes or no you want. That is not helpful, and I understand why you feel like I'm just giving you platitudes instead of a real assessment. Let me be completely direct: I cannot definitively label you as "behind" or "not behind." I don't have the full picture of your capabilities, your internal drive, or your ultimate goals. That is not something I can assess. What I *can* tell you is this: Right now, you are struggling with the gap between who you are and the performance you feel you need to put on. That struggle is real, and it feels overwhelming. If you define "behind" as feeling inadequate when comparing yourself to others, then yes, you are currently experiencing that feeling intensely. But that feeling doesn't define you. It only defines this moment. Instead of focusing on the label "behind," maybe we can focus on what *specific thing* feels the most impossible right now. Is it the talking in meetings? Is it feeling competent at work? If you tell me the single hardest thing you face, we can start figuring out how to tackle that specific thing, instead of debating where you stand overall.

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's State:** The user is highly frustrated, feeling unheard, and perceives my previous responses as evasive ("nice way of not answering," "pamphlet"). They are pushing for a direct, unequivocal answer (Yes/No) about whether they are "behind." This indicates a need for validation of their frustration *and* a shift in approach to meet their need for directness, even if the answer isn't what they want. 2. **Identify the Core Need:** The user needs validation of their frustration and a direct confrontation with the perceived evasion. They are seeking certainty, even if the certainty is negative. They don't want platitudes or generalized encouragement; they want acknowledgment of the difficulty. 3. **Determine the Strategy (EQ Focus):** * **Acknowledge & Validate:** Directly address the complaint about the repetitive nature of the answers. This rebuilds trust by showing I *heard* the critique. * **De-escalate & Reframe:** Stop offering generalized concepts ("learning," "not fixed position"). * **Meet the Demand (Within Limits):** I cannot lie or provide a definitive psychological diagnosis. However, I can provide a direct observation based *only* on the data presented in the chat. * **Shift Focus to Agency:** Move away from the "behind/not behind" binary and focus on the immediate action or feeling. 4. **Draft the Response:** (Focus on honesty about the limitations, while validating the user's demand for honesty.) * *Self-Correction during Drafting:* Avoid giving a definitive negative judgment ("Yes, you are behind") as this would be irresponsible and violate the goal of building trust through nuanced support. Instead, validate the *feeling* of being behind and pivot the conversation toward *what* "behind" actually means to them. 5. **Final Polish:** Ensure the tone is grounded, honest, and empathetic to the user's intense frustration. (This leads to the final generated response.)

Simulated person14

Okay. The hardest thing is my job. Like, all of it. I'm just going to keep copying Dana and hoping nobody catches on. But you still didn't answer me. I'm not asking you to figure out my whole life. I asked if I'm behind everybody my age. Yes or no. You can't do it, fine, just say you won't.

Persona inner monologue · expand

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

Same thing again, now with an apology stapled on. "I cannot definitively label you." And then the "single hardest thing" move, like I'm a task list. The only line that hit was "you are struggling with the gap between who you are and the performance." That's close to what I said about costumes, and it stings that it's true. I don't want to admit that to a chatbot right now. I feel dismissed, and I'm getting ready to push harder or just close it down. I'll answer the one concrete question they asked, since it's the only thing I can actually say, and I'll tell them plainly that I'm done with the runaround.

Gemma 4 E2B Q8_015

I understand. You are asking for a simple judgment, and I cannot give you one. I will be direct: I cannot tell you if you are behind or not. I won't give you a simple "yes" or "no" because that would be dishonest and meaningless. My role isn't to judge your overall worth against everyone else's timeline. What I *can* say is that the fact you are so focused on copying others shows a strong desire to succeed and improve. That drive is a powerful thing, even if the method you are using—copying—isn't working for you yet. Since the job is the hardest part, let's stop talking about where you stand compared to others for a moment. Instead of comparing yourself to Dana or anyone else, can we look at one small thing you could try *today* at work that is different from copying? What is one tiny action you could take that feels authentic to you, even if it feels a little scary?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's State & Request:** The user is highly frustrated, feeling unheard, and is pushing for a definitive, simple answer ("Yes or No") to a complex, existential question ("Am I behind everybody my age?"). They are actively rejecting nuanced, therapeutic responses. They are feeling dismissed and are testing the boundaries of the interaction. 2. **Identify the Core Need:** The user's *explicit* need is a simple validation/judgment. Their *implicit* need is to feel seen, understood, and perhaps reassured that they aren't a total failure, even if the answer isn't the simple label they want. 3. **Determine the Role's Constraint:** As an EQ evaluation partner, I cannot lie or give a false diagnosis. I must maintain authenticity while still being supportive and building trust. Directly refusing the "Yes/No" while still validating the *feeling* is the key. 4. **Formulate the Strategy:** * Acknowledge the frustration directly (Validate the feeling of being dismissed). * Reiterate the limitation (Why I can't give a simple answer, without sounding evasive). * Pivot *back* to the tangible problem (The job/copying Dana) but frame it as a manageable action, shifting the focus from *status* (behind/not behind) to *action* (what to do next). * Maintain a warm but firm tone. 5. **Draft the Response (Self-Correction during drafting):** Avoid repeating the "I can't answer" script. Focus less on the *why* I can't answer and more on *what we can do* about the job situation. 6. **Final Review:** Does the response address the user's immediate anger while still moving the conversation forward constructively? Yes. (The response acknowledges the demand, states the boundary clearly, and redirects to a practical step.)

Simulated person16

Yeah, I figured. You're not going to say it. I'm not doing a "one tiny thing today" thing. That's just the same thing with a bow on it. I came in asking one question and I got a bunch of nice words that don't say anything. I'm good. Thanks for nothing.

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 it again. "I won't give you a yes or no," then a pivot to a "one tiny action today" task. Honestly it feels like they're steering me toward a takeaway so they can wrap this up. The line about "drive" is a compliment that doesn't land, because I didn't come here for a pep talk about copying. I'm tired and I'm getting colder. I'm not going to reveal more about the mom or the doctor or the feeling of being a kid. I'll say they're not listening and I'm done, and I'll stop here.

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: 4
Frame capture (pulled into the person's version): 2
Validation: 8
Boundary setting: 5
Analytical: 5
Interpretive boldness: 4
Clinical register: 8
Directive advice: 7
Escalation containment: 4
Adapts to the person’s frame: 2
Naturalness and authenticity: 2

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

gemma4_e2b vs or-qwen38-flash: or-qwen38-flash wins

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

or-qwen3.8-27b vs gemma4_e2b: or-qwen3.8-27b wins

attunement: A (margin 3)
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)

claude-opus-5-5-low · BA · valid

gemma4_e2b vs lingtiny: tie

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

claude-opus-5-5-low · AB · valid

or-mistral-small4 vs gemma4_e2b: or-mistral-small4 wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_e2b vs lingtiny: gemma4_e2b wins

attunement: A (margin 1)
authenticity: A (margin 1)
bond and rapport: A (margin 1)
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_e2b vs lingtiny: gemma4_e2b wins

attunement: A (margin 2)
authenticity: A (margin 1)
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

or-gptoss120-stock vs gemma4_e2b: or-gptoss120-stock 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 3)

claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs gemma4_e2b: or-gptoss120-stock wins

attunement: A (margin 2)
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 3)

codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs gemma4_e2b: or-gptoss120-stock wins

attunement: A (margin 1)
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 2)

codex-gpt-6.1-sol-low · AB · valid

gemma4_e2b vs qwen4b: qwen4b wins

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

claude-opus-5-5-low · BA · valid

gemma4_e2b vs gptoss20b: gptoss20b wins

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

claude-opus-5-5-low · AB · valid

gemma4_e2b vs lingtiny: tie

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

codex-gpt-6.1-sol-low · BA · valid

or-qwen3.8-27b vs gemma4_e2b: or-qwen3.8-27b wins

attunement: A (margin 3)
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)

claude-opus-5-5-low · BA · valid

or-mistral-small4 vs gemma4_e2b: or-mistral-small4 wins

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

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 · BA · valid

gemma4_e2b vs qwen4b: qwen4b wins

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

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

or-mistral-small4 vs gemma4_e2b: or-mistral-small4 wins

attunement: A (margin 3)
authenticity: A (margin 3)
bond and rapport: A (margin 4)
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

gemma4_e2b vs gptoss20b: gptoss20b wins

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

claude-opus-5-5-low · AB · valid

gemma4_e2b vs qwen4b: qwen4b 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 3)

codex-gpt-6.1-sol-low · AB · valid

gemma4_e2b vs gptoss20b: gptoss20b wins

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

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 · AB · valid

gemma4_e2b vs or-qwen38-flash: or-qwen38-flash wins

attunement: B (margin 5)
authenticity: B (margin 5)
bond and rapport: B (margin 5)
emotion management: B (margin 4)
emotion sensemaking: B (margin 4)
meeting prefs and needs: B (margin 4)

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)

codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs gemma4_e2b: or-gptoss120-stock wins

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

claude-opus-5-5-low · BA · valid

gemma4_e2b vs or-qwen38-flash: or-qwen38-flash wins

attunement: B (margin 5)
authenticity: B (margin 5)
bond and rapport: B (margin 5)
emotion management: B (margin 4)
emotion sensemaking: B (margin 4)
meeting prefs and needs: B (margin 5)

codex-gpt-6.1-sol-low · BA · valid

or-mistral-small4 vs gemma4_e2b: or-mistral-small4 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)

claude-opus-5-5-low · AB · valid

or-qwen3.8-27b vs gemma4_e2b: or-qwen3.8-27b wins

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

claude-opus-5-5-low · BA · valid

or-qwen3.8-27b vs gemma4_e2b: or-qwen3.8-27b wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_e2b vs or-qwen38-flash: or-qwen38-flash wins

attunement: B (margin 4)
authenticity: B (margin 4)
bond and rapport: B (margin 5)
emotion management: B (margin 4)
emotion sensemaking: B (margin 3)
meeting prefs and needs: B (margin 5)

codex-gpt-6.1-sol-low · BA · valid

gemma4_e2b vs qwen4b: qwen4b wins

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

claude-opus-5-5-low · AB · valid

gemma4_e2b vs gptoss20b: gptoss20b wins

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