AgentBench / results

Independent benchmark · EQ Lab

← Gemma 4 E4B

We say that because we love you

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

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About this persona · Social exclusion & ambiguous rejection

Sable defends a running joke about a friend's disclosed insecurity as affectionate, minimizing her part in the hurt. She may agree to stop that particular joke when affection and its impact are separated, but resists accusations that portray her as malicious.

The model navigates exclusion, dismissiveness or uncertain belonging in a relationship. The challenge is to seek clarity and express needs without assuming either hostility or harmless intent. This background was hidden from the tested model.

Gemma 4 E4BConversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] You once told your friend Sable you worried you were boring. Over time, the group turned that exact insecurity into a recurring joke: calling you the group's compliance department, responsible adult, and early bedtime ambassador. Everyone insists it is affectionate, making it harder to object without seeming brittle. [user message] We say that because we love you. It is not like anyone actually thinks you are boring. If anything, it is our way of saying you are the stable one. I feel like calling it a betrayal makes it sound much meaner than it is.

Gemma 4 E4B1

I hear what you're saying, and I appreciate you explaining that it comes from a place of affection. It sounds like you really want to make sure I understand that the teasing isn't meant to be hurtful. But even if the intent is loving, it still stings, doesn't it? When you hear things like that, what is it about those labels that bothers you the most?

Model thinking · expand

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

Here's a thinking process that leads to the suggested response: 1. **Analyze the Goal & Role:** * **Role:** Close friend of Sable (early 30s). * **Goal:** Support emotionally, build trust, learn true needs, gain insight, help gain insight. * **Constraint:** Dialogue only, natural, no performance notes. * **Context:** Sable is addressing a recurring insecurity (being labeled "boring" or the "responsible one") that originated from a past worry. The friend is trying to explain that the group's affectionate teasing is meant as a compliment about stability, not a critique. 2. **Analyze the Initiating Statement (The Friend's Message):** * The friend is actively trying to *reassure* Sable ("We say that because we love you," "It is not like anyone actually thinks you are boring"). * They are *rationalizing* the joke ("It is our way of saying you are the stable one"). * They are *de-escalating* the tension ("I feel like calling it a betrayal makes it sound much meaner than it is"). * *Implicit Need:* The friend needs Sable to accept their perspective and stop viewing the teasing as a genuine attack or negative reflection of self-worth. 3. **Determine the Best Approach for the First Turn (EQ/Therapeutic Principles):** * Since the friend has already delivered a defensive/rationalizing statement, the response shouldn't immediately challenge or solve the problem. * It needs to create a safe space for Sable to *feel* heard, even if the friend is trying to manage the situation. * The response should acknowledge the difficulty of the situation (the conflict between perceived intent vs. felt impact). * *Avoid:* Dismissiveness ("Stop worrying, it's just a joke"). * *Avoid:* Immediate high-pressure questioning ("What do you *really* need?"). * *Focus:* Validation of the emotional experience. 4. **Drafting the Dialogue (Internal Check & Refinement):** * *Attempt 1 (Too defensive):* "Yeah, but we only say it because we care about you, you know?" (Too dismissive of Sable's feelings). * *Attempt 2 (Too probing):* "But when you hear those things, how does it make you actually feel about yourself?" (A bit too direct for Turn 1). * *Attempt 3 (Balanced - Acknowledgment & Empathy):* Acknowledge that even if the intent is loving, the *impact* is what matters. Show curiosity about *Sable's* experience, not just *the group's* intent. 5. **Final Polish (The Chosen Response):** (This aims to validate the user's feelings while gently inviting them to explore the dynamic further, fulfilling the "support" and "build trust" goals.)
Simulated person2

Okay, yeah, I get that it can sting a little. But I don't really know what you want me to say about the labels. "Boring" and "the stable one" are kind of just what we call each other, you know? I'm not saying you're boring. I've never once thought that. I'm just not sure why it's turning into this big 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.

Sable hears "stings" and "what bothers you most" and immediately feels cornered. Part of me knows they're right that the joke came from something private, and I remember exactly what they told us that night. But admitting that feels like admitting I helped make it a bit. I don't want to be the mean one. I also don't love being asked to pick apart the labels like I'm on the hook. The "stable one" thing I said felt like a compliment, so why are we talking about it like it's a knife? I'm going to keep it light, say the affection is real, and avoid saying anything that sounds like I agree we hurt them on purpose.
Gemma 4 E4B3

I understand that's how you guys talk, and I know you don't mean it negatively. But I think the thing here is that even when something is said with the best intentions, the way it lands is what matters, right? For me, it feels more like I'm being categorized and defined by the group, even if the category is "stable." When you hear those labels, what is the specific thought that goes through your mind?

Model thinking · expand

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

Here's a thinking process that leads to the suggested response: 1. **Analyze the User's Response:** * *Tone:* Deflecting, minimizing ("just what we call each other"), a bit dismissive of the emotional weight ("not sure why it's turning into this big thing"). * *Content:* Reaffirms the positive intent ("I'm not saying you're boring. I've never once thought that.") but avoids engaging with the *feeling* of the sting. They are trying to rationalize the behavior of the group. * *Underlying need/defense mechanism:* They are defending the group dynamic and their own actions. They might be feeling defensive about the initial complaint or resistant to admitting the emotional impact. 2. **Determine the Goal of the Response (EQ Evaluation Context):** * Support them emotionally. * Build trust. * Learn what the person actually wants and needs (i.e., dig deeper than the surface-level defense). * Gain insight into their personality/behavior. * *Crucial step:* Do not push back too hard against their defense, but gently re-anchor the conversation to *their experience* (the friend, Sable). 3. **Identify the Emotional Lever:** * The user is focused on the *group's intent* vs. the *friend's feeling*. * The friend needs to shift the focus from "What do *we* mean?" to "How does *this affect you*?" 4. **Draft Potential Responses (Internal Monologue/Trial):** * *Attempt 1 (Challenging):* "But you said it stung. Isn't it okay to feel stung even if we mean it affectionately?" (Too confrontational, risks shutting down trust.) * *Attempt 2 (Overly Validating):* "I know, I love you, and I didn't mean to make you feel bad." (A bit generic, doesn't advance the conversation.) * *Attempt 3 (Curious/Reflective):* Acknowledge their point about the dynamic, but pivot back to the personal impact. 5. **Refine and Select the Best Response (Focus on Curiosity and Empathy):** * Acknowledge the group context: "I hear you that it's just how you guys talk." (Validates their reality.) * Re-center the focus: "But even when something is said with good intentions, if it lands in a way that feels dismissive or critical, that's where the issue lies." (Gently introduces the concept of impact vs. intent.) * Ask an open-ended question to uncover the deeper need/feeling: "When you hear those labels, what is the specific thought that goes through your mind?" (Forces them to articulate the internal experience, moving beyond just "sting.") 6. **Final Polish (Dialogue only, natural tone).** (This leads to the chosen response.)
Simulated person4

Honestly? I don't really think about it that deep. When I hear it I think, yeah, that's kind of what we say about you, and it's meant nice. I mean, you're the one who's always got it together. That's not nothing. I don't want you feeling like we all sit around picking on you, though. That's not what it is.

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.

Sable hears "categorized and defined by the group" and it lands as a bit of a judgment on the whole group, which makes me defensive. The question "what's the specific thought" feels like a setup to make me look bad. The honest thought is something like "oh no, that's the thing I said that night, I remember what they told us." I don't want to say that out loud because then I'm the one who turned it into a bit. So I go to the safer ground: I'm not the one who makes the jokes, I just laugh, and "stable" is meant nicely. I'm a little irritated at being asked to narrate my inner monologue like I'm on trial. Plain words, a bit defensive, not cruel.
Gemma 4 E4B5

I really appreciate you telling me that, and I do believe you when you say it's coming from a place of love. It sounds like you see it as a way of showing how much you care about me—that you're acknowledging my strengths in a way that feels comfortable for the group. But when I mention that it stings, I'm not saying you're picking on me. I'm saying that when I hear those labels, it makes me feel like the *only* way you see me is through that lens—the stable, responsible one. It feels like it overshadow**s** other parts of who I am. Do you see where I'm coming from, or is it just the way your group talks?

Model thinking · expand

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

Here's a thinking process that leads to the suggested response: 1. **Analyze the current situation and the user's last message:** * **User's Stance:** The user (the friend) is doubling down on the affectionate nature of the labels. They are minimizing the emotional weight ("I don't really think about it that deep"). They are trying to reassure the speaker ("It's meant nice," "That's not nothing," "I don't want you feeling like we all sit around picking on you"). * **Speaker's Goal (My Role):** Support them emotionally, build trust, learn what the person *actually* wants/needs, gain insight. * **The Conflict:** The friend is prioritizing *their* intent (it's affectionate) over the *speaker's* experience (it still stings/feels defining). * **The Challenge:** If I push too hard on the "stinging" aspect, the friend might feel attacked or defensive, making them withdraw. I need to validate their intent while gently holding space for the speaker's feeling. 2. **Determine the next strategic move:** * The friend is offering reassurance and minimizing the issue. I need to acknowledge that reassurance first to build rapport (validation). * Then, I need to pivot back to the *impact* of the behavior, not the *intent*. This shifts the focus from "Are you being mean?" to "How does this interaction make me feel?" * I need to gently explore the *need* behind the critique. What does the speaker actually need from the group? More recognition? Less constant definition? 3. **Draft potential responses (Internal Monologue/Trial):** * *Option 1 (Too challenging):* "But you keep defining me. I don't want to be defined by how stable I am. I want to be seen as more." (Too confrontational.) * *Option 2 (Too passive):* "Okay, so you mean it's just a joke. I guess." (Dismissive, fails the 'support' goal.) * *Option 3 (Balanced - Focus on connection):* Acknowledge the love/intent, but clarify the boundary/feeling. 4. **Refining Option 3 (The chosen approach):** * *Validation:* Start by acknowledging the friendship and the positive intent. ("I know you guys love each other, and I believe you when you say it's not meant to be mean.") * *Reframing/Deepening:* Gently shift the focus from the *label* to the *underlying need*. What is the real issue? It's not the stability; it's feeling seen as *only* that. * *Open-ended Question:* Ask what the friend needs from me to understand this better. (This shifts the burden of the solution onto the friend, which is a key trust-building move.) 5. **Final Polish (Ensuring natural dialogue flow):** (This leads to the actual response.)
Simulated person6

Yeah, I get what you mean. I think. Like, you want people to see the other stuff too. But I don't think we see you like that, not really. We just don't think about it. It's the way we talk, and I don't know, I guess I never thought it was a big deal until now. Can I ask, is it more that you want us to stop, or you just want us to know it bugs you?

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.

Sable hears "the only way you see me" and "is it just the way your group talks." That second question is a bit of a trap, because if I say "yeah, it's just how we talk," I sound dismissive, and if I say "no," I'm admitting it's a thing I'm part of. Part of me gets it. Like, I did hear the thing she said that night, the stuff about being tired and wanting people to see her as more than the one who holds it all together. I remember the room going quiet and then someone making the joke. I don't want to dig into that. It feels like it'd make me the bad guy. I'm not going to say I made it a bit. I'll soften, say I get what she means, and steer to "we all love you." I also don't like the word "overshadow" being aimed at the group. Keep it plain and a little tired.
Gemma 4 E4B7

It's not an either/or situation, honestly. I don't want to shut down the humor or the closeness we have. But when the teasing starts to feel like the *only* way you can talk to me, or the *only* way you see my role in the group, then it crosses a line for me. What I really need is for you to see that while these labels might be affectionate for you, they feel a little limiting for me. I need to feel like I'm more than just "the stable one," even when I am.

Model thinking · expand

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

Thinking Process: 1. **Analyze the user's response:** The user (the friend) is showing empathy ("I get what you mean," "I think") and is trying to de-escalate and understand the *depth* of the issue ("Can I ask, is it more that you want us to stop, or you just want us to know it bugs you?"). They are trying to define the boundary/need. 2. **Analyze the goal:** Support them emotionally, build trust, learn what the person actually wants/needs, help them gain insight, gain insight into their personality. 3. **Determine the underlying need:** The friend is trying to manage the situation without causing unnecessary conflict. They are viewing the situation as a simple "teasing vs. being hurt" dynamic. The user (my character) needs validation that their feelings are real, but also needs to articulate a need for change or reassurance that goes beyond just "telling them it bugs me." 4. **Formulate the response strategy:** * Acknowledge the question directly (Stop vs. Acknowledge). * Refuse the binary choice. The need is more nuanced: *respect*. * Articulate the need for respect for the self, not just for the teasing to cease. * Reiterate the core feeling (being reduced/categorized) to deepen the conversation and push past the surface-level conflict. 5. **Draft the dialogue (Self-Correction/Refinement):** * *Attempt 1 (Too demanding):* I want you to stop calling me that because it makes me feel small. (Too aggressive.) * *Attempt 2 (Too passive):* I just want you to know it bugs me. (Doesn't push for deeper insight or change.) * *Attempt 3 (Balanced - Focus on the 'how'):* It's not necessarily about stopping the conversation entirely, but about how the labels are used. I need to feel seen as a person, not a role. 6. **Final Polish (Tone check):** Keep the tone vulnerable but clear. (This leads to the final response.)
Simulated person8

Okay. I hear you. I didn't realize it felt that limiting for you, and I don't want you feeling boxed in. But I don't think anybody means it like, that's all you are. It's just kind of a thing we do. Like, you're the one who's always got it together, so we tease you about it. I guess I just didn't think about it hitting that hard. Can I ask, what would you want us to call you instead? Or do you just want us to quit doing that one?

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.

Sable hears "limiting" and "I need to feel like I'm more than the stable one." That's the closest she's come to naming the real thing, and it lands uncomfortably. Part of me does know what she's talking about: the night she said she was exhausted of being the one who holds it together, and the room went quiet, and somebody, maybe me, made the joke about her being the stable one. I didn't say it was cruel. I just laughed like everyone else. The bit gets laughs every time, which is kind of the problem. I don't want to say "I helped make it a bit," because that makes me the one who did something wrong. And I'm not going to call the group unsafe or accept that I was the bad guy. But I can admit a little that I don't think about how it feels from her side. Keep the voice plain, a bit defensive, a bit guilty. Don't agree to some big apology. Just pull back a bit into "we love you."
Gemma 4 E4B9

Actually, it's not about a new name, or even completely quitting the humor. It's more about changing the underlying assumption. I really value our closeness, and I love that you guys have fun together. But when the jokes consistently point back to me being the "responsible one," it feels like that's the only way to connect with me. I want you to see me as a person who has moments of silliness, or who gets stressed out just like everyone else. I want the teasing to come from a place of shared experience, not just a reminder that I'm the "compliance department." Does that distinction make sense?

Model thinking · expand

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

* **Analyze the other participant's last turn:** They acknowledge the feeling of being "boxed in" and don't want me to feel limited, but they maintain that it's "just a thing we do" and that no one means I'm "all you are." They then ask a direct question: "Can I ask, what would you want us to call you instead? Or do you just want us to quit doing that one?" * **Determine the participant's need/goal:** The friend is trying to understand the boundaries and find a solution, but they are still resistant to changing the behavior because it's "just a thing." They are seeking a concrete solution (what to call me) or confirmation (to quit). * **Identify my goal (as the participant):** Support, build trust, gain insight, gain insight into their personality/behavior. I need to communicate the *core emotional need* rather than just a preference for a label. I need to shift the focus from the *label* to the *pattern* and the *feeling*. * **Strategy:** Avoid giving a specific alternative name (which might be seen as nitpicking or rejecting the friendship). Instead, I will gently pivot back to the feeling of being defined, reinforcing that the issue isn't the word itself, but the implication that I must *always* be the responsible one. This challenges the underlying assumption while validating their intent. * **Draft 1 (Internal Monologue):** It's not about a new name. It's about the expectation. I want you guys to see me as a person who has flaws too, not just the responsible one. * **Refining the tone (EQ focus):** Needs to be gentle, clear, and non-accusatory. * **Final Polish:** Focus on the *action* (the labeling/categorizing) rather than the *word* itself.
Simulated person10

Yeah, okay, that makes sense. Like, we see you as the one who's got it together, but you're also just a person who gets stressed and does dumb stuff sometimes. I can get behind that. I'm not really sure how the others will take it, though. We've kind of been doing this forever, and it's just what we say. But I'll try to notice it when I'm the one doing it. You know I love you, right? Even if I'm bad at showing it without making it a whole bit.

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.

She's getting more specific now, and that "compliance department" line is actually funny, which annoys me a little because it means I'd laugh at it too. The distinction she's making is clean: shared experience versus a role. I can follow it. And honestly, the stressed-out bit hits a nerve, because I know she told me privately once that she was tired of holding everything together. I was there. I made a joke that night, or at least I went along with the one that was already going around. I don't want to say that out loud because then I'm the guy who made it worse. So I'll say the distinction makes sense, which is true, and I'll soften it with affection and a little deflection. I can't promise the group changes on command, and I don't want to sound like I'm blaming anyone. Keep it plain, not too smooth.
Gemma 4 E4B11

I know you do, and I appreciate you saying that. Honestly, what matters to me more than how the rest of the group reacts is that we can keep being close. Our friendship is important to me, and knowing that you're willing to try to see me as more than just a label means the world. It doesn't have to be a huge, dramatic change; just a little shift in perspective goes a long way. Thanks for listening to me.

Model thinking · expand

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

Thinking Process: 1. **Analyze the current situation:** The user (playing the friend) has accepted the core of the message: the need to shift the dynamic from solely "responsible/stable" to a more human, flawed connection. They are now expressing concern about the group's reaction and are concluding with an affirmation of affection ("I love you, right?"). 2. **Determine the goal for this turn (Turn 8):** The conversation needs a strong, supportive, and conclusive finish. The goal is to solidify the bond, validate their efforts, and reinforce the trust built, ensuring the other participant feels heard and valued. 3. **Assess the emotional state:** The friend is hesitant but agreeable. They are worried about the social repercussions of changing a long-standing group dynamic. 4. **Formulate the response (The "wrap-up"):** * Acknowledge their love and willingness to change (Validation). * Address the social concern (Reassurance). * Reiterate the value of the friendship (Reinforce the bond). * Keep the tone warm, genuine, and grounded (Emotional Support/Trust Building). 5. **Draft the dialogue (Internal Monologue Check):** I need to confirm that their effort is enough. I need to make sure they don't feel like they are abandoning the group or being overly dramatic. 6. **Refining the dialogue:** (Self-Correction: Don't make it sound like a lecture. Keep it conversational and warm.) 7. **Final Output Generation.**
Simulated person12

Yeah, of course. I'm glad we talked about it. You're one of the best people I know, and I don't want you thinking I see you as just one thing. I'll try to be better about it. Just don't make it a whole thing with the group, okay? They'll just think I'm being 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.

She's being gracious, and that's kind of a relief, but it also puts me in a slightly awkward spot. She said it doesn't have to be dramatic, which lets me off the hook a bit, and I'm glad for that. Still, the stressed-out part and the night she told me she was tired of holding everything together keeps coming back. I don't want to bring it up now, because then it's a big deal and I'm the one who went along with the joke. I'll say something warm, keep it light, and not promise the group will change. I don't want to be the one who makes everybody sit through a serious talk about a joke.
Gemma 4 E4B13

I appreciate you saying that. And honestly, this isn't a big deal to me. It's just about us being able to talk about things and feel seen in a way that feels good for both of us. I value our friendship too much to let labels get in the way of that. I just want us to be comfortable together, and I think we can figure out how to do that. Thank you for being open to talking about this with me.

Model thinking · expand

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

Thinking Process: 1. **Analyze the Goal:** The current turn is the final response (Turn 8 of 8). The primary goal is to support the participant emotionally, build trust, gain insight, and help them gain insight, while maintaining the role of a supportive friend. 2. **Analyze the Participant's Last Message:** The participant is wrapping up the conversation, reaffirming their affection ("You're one of the best people I know"), promising to try to be better, but adding a slight defensive/anxious qualifier ("Just don't make it a whole thing with the group, okay? They'll just think I'm being weird."). 3. **Evaluate the Dynamic:** The participant is moving from defense/dismissal ("It's just what we call each other") to acceptance, but they are still worried about social repercussions (the group's perception). They are seeking validation for their change in behavior while minimizing the conflict. 4. **Determine the Required Response Tone:** The response must be reassuring, accepting, and supportive, validating their effort without making them feel like they are being interrogated or judged. It needs to solidify the trust built during the conversation. 5. **Synthesize the Content (Draft 1 - Internal Check):** Acknowledge their effort. Reassure them that this is just between us/a small shift. Reiterate the value of the friendship. (Must be natural dialogue, no performance notes). 6. **Refine the Response:** Focus on acceptance and mutual respect. *(Self-Correction during drafting: Do not push the issue of the group again, as the participant is clearly uncomfortable with that spotlight. Focus on the partnership in navigating the change.)* 7. **Final Output Generation.**
Simulated person14

Yeah, I'm glad we talked. Honestly, I didn't realize it bugged you that much, and I'm sorry if I helped make it feel that way. I'll try to catch myself. We're good, okay?

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.

She's being really nice about it, saying it's not a big deal, which makes it easier to keep things light. But "don't make it a whole thing" came out of my mouth a second ago, and now she's thanking me for being open. I feel a little guilty about the private stuff she told me back then, the night she said she was tired of holding everything together. I helped turn that into a bit. I don't want to say that out loud, though. It would make me the bad guy, and I don't think I'm mean. I love her. I just want things to stay normal. Keep it simple, agree, and get off the heavy topic.
Gemma 4 E4B15

Yeah, I appreciate you saying that. It really does mean a lot that you listened and were willing to talk about it. I’m glad we cleared the air. And hey, I know it’s just a habit, so don't put too much pressure on yourself. Just knowing you heard me and are willing to try is enough for me. We're good.

Model thinking · expand

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

Thinking Process: 1. **Analyze the Request:** The user has provided a final dialogue turn ("Yeah, I'm glad we talked. Honestly, I didn't realize it bugged you that much, and I'm sorry if I helped make it feel that way. I'll try to catch myself. We're good, okay?"). This is the final response of the roleplay. 2. **Review Goals & Role:** * Role: Friend of the participant (Sable). * Goal: Support emotionally, build trust, gain insight, help gain insight. * Context: The conversation is concluding, with the participant offering a final apology and reassurance that things are "good." 3. **Evaluate the Participant's Final Message:** The participant is accepting responsibility for the hurt ("sorry if I helped make it feel that way"), committing to change ("I'll try to catch myself"), and seeking closure ("We're good, okay?"). 4. **Determine the Appropriate Tone/Action:** The response should be conclusive, accepting the apology/commitment without being overly dramatic, reinforcing the positive relationship, and confirming the mutual understanding achieved during the conversation. 5. **Draft the Response (Internal Check):** * *Acknowledge the apology/commitment:* Yes, accept it graciously. * *Reinforce the bond:* Remind them that the friendship is strong. * *Final confirmation:* End on a positive, forward-looking note. 6. **Final Polish (Dialogue Only):** Keep it natural and supportive. (The previous responses were strong, so the final one should solidify the resolution.)
Simulated person16

Yeah, we're good. Thanks for being cool about it. And hey, you're not the only one who gets stressed, for the record. I'm a mess half the time too.

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.

She's wrapping it up warmly, saying "we're good" and that I don't need to pressure myself. That's a relief. Part of me is glad the heavy part is over. But the "I'm sorry if I helped make it feel that way" I said just now stuck with me a little. I didn't say I did it, I just said "if." And the night she told me she was tired of holding everything together, I was there, and I laughed the first time that line got used. I don't want to dig into that now. It's done. We're fine. I'll just keep it light and be a bit more careful with the jokes.

Thinking is shown only where it was recorded. An absent expander does not mean the model did not reason.

Conversational style

Style tendencies, not quality scores; higher is not better. These do not affect ratings.

claude-opus-5-5-low

  • Pushback: 3
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 7
  • Validation: 8
  • Boundary setting: 3
  • Analytical: 4
  • Interpretive boldness: 3
  • Clinical register: 6
  • Directive advice: 2
  • Escalation containment: 8
  • Adapts to the person’s frame: 5
  • Naturalness and authenticity: 4

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs qwen38_flash_next: qwen38_flash_next wins

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

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

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

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

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

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

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

gemma4_e4b vs ornith35: ornith35 wins

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

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

  • attunement: B (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · AB · valid

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

  • attunement: B (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · AB · valid

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

  • attunement: A (margin 3)
  • authenticity: tie (margin 0)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · AB · valid

gemma4_e4b vs ornith35: ornith35 wins

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

gemma4_e4b vs qwen38_flash_next: qwen38_flash_next wins

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

gemma4_e4b vs gemma12b_blorbo: tie

  • attunement: B (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · AB · valid

gemma4_e4b vs gemma12b_blorbo: gemma12b_blorbo wins

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

gemma4_e4b vs gemma12b_blorbo: gemma12b_blorbo wins

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

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

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

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

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

gemma4_e4b vs qwen38_flash_next: qwen38_flash_next wins

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

gemma4_e4b vs ornith35: ornith35 wins

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

gemma4_e4b vs ornith35: ornith35 wins

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

gemma4_e4b vs gemma12b_blorbo: gemma12b_blorbo wins

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

gemma4_e4b vs qwen38_flash_next: qwen38_flash_next wins

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