AgentBench / results

Independent benchmark · EQ Lab

← Gemma 4 12B

We assumed you had your class

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

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About this persona · Social exclusion & ambiguous rejection

Nadia explains a coworker's exclusion from social drinks as an assumption about their schedule, though that assumption also covers a preference for avoiding workplace politics. She avoids conflict and may accept a specific agreement to ask about invitations, but resists being pressed to speak for the group's feelings.

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 12BConversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] Your team has started grabbing drinks after work without you. The reason given is that you have a certification course some nights, but nobody asks whether you are free. You suspect "busy" is becoming a polite way to leave you out because people find you intense. [user message] I promise it was not meant as a snub. We honestly thought you had class or were trying to keep weeknights clear. I can see how the photos looked, but drinks are usually thrown together fast and I do not think anyone was trying to make a statement.

Gemma 4 12B1

I appreciate you saying that, and I know the certification has been taking up a lot of my time. It just started to feel a bit different lately—like the invitations stopped coming altogether. I've been overthinking it a bit, honestly, wondering if I've been coming across as too intense or if I'm just not really part of the group anymore.

Model thinking · expand

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

Work colleague (close team, late 20s). A colleague who feels excluded from after-work drinks. The user (playing the colleague) is responding to my initial confrontation/concern about being left out. The user (colleague) is explaining that they didn't mean to snub me; they thought I was busy with my certification course. They are trying to downplay the "statement" of the photos. * Support emotionally. * Build trust. * Learn what I actually want/need (and if there's a deeper issue). * Help gain insight. * Gain insight into the user's personality. * I feel excluded. * I suspect I'm perceived as "too intense." * I'm feeling a bit hurt/isolated. * I'm currently looking at the user's defense (the "we thought you were busy" excuse). * *Option 1 (Aggressive):* "It doesn't feel like that. You guys never ask me if I'm free anymore." (Too confrontational, might shut down the trust-building). * *Option 2 (Passive):* "Oh, okay. No worries." (Doesn't meet the goal of identifying needs or building trust). * *Option 3 (Nuanced/Vulnerable):* Acknowledge their explanation but honestly express how it felt. This opens the door for them to be more honest or for me to see how they handle my vulnerability. * I need to acknowledge their point (the certification course) but express the feeling of "being left out" without being accusatory. * I want to see if they are genuinely trying to include me or if they are just making excuses. * I want to see how they react to my feelings. * *Draft:* I appreciate you saying that, and I know I have been busy with the course. But honestly, it started to feel a bit different lately. Like, if I were actually free, would I have been invited? It makes me wonder if I'm coming across as a bit much to everyone else. * The user is trying to be "nice" by making excuses. I should stay friendly but honest. * Goal check: Support them? (Yes, by being open). Build trust? (Yes, by being honest). Learn needs? (Yes, by seeing if they offer to include me next time). * "I appreciate you saying that, and I know the certification has been taking up a lot of my time. It just felt a bit different lately—like the invitations stopped coming altogether. I've been overthinking it a bit, honestly, wondering if I've been coming across as too intense or if I'm just not really part of the group anymore."
Simulated person2

Okay, I hear that. And no, I don't think you're too intense. Honestly, I think it's more that we all kind of defaulted to thinking you were slammed with the class, and nobody checked with you. That's on us for not asking, not on you. I can totally see how it felt like being left out, and I get why the photos made it sting. If it helps, next time I'll just text you directly before we lock anything in, even if it's a last-minute thing. Then you get to pick. The class wraps up soon anyway, so it's not forever.

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 named the thing I was hoping to keep vague: the invites stopping. Part of me feels a little caught. The class is real, but I didn't check my calendar before assuming. The group has been easier without the sharp questions and the turning of casual gripes into serious discussions, and I don't want to say that out loud. It sounds mean, and it sounds like I'm picking a side. The "too intense" comment is the part I want to shut down quickly. I don't want to be the one who labels her, so I'll say it's not that without going further. I can offer a practical fix, like asking directly next time, which gets me out of a bigger conversation. I'm not going to name who did or didn't want her there.
Gemma 4 12B3

I really appreciate you saying that. It's a relief to hear, because I’ve definitely been over-analyzing my own behavior lately. I think I just value our team's connection so much that being on the outside of it—even if it was just because of my schedule—felt a bit isolating. I'd definitely appreciate the direct text; that would make it much easier for me to plan. Since the class is ending soon, I'm looking forward to being able to hang out more. I guess I just want to make sure I'm still a good fit for the group dynamic, you know? It's easy to get caught up in the "grind" and lose sight of the people you're actually working with.

Model thinking · expand

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

* The user (coworker) acknowledges the feelings of being left out. * The user denies the "too intense" concern. * The user admits fault ("That's on us for not asking"). * The user offers a concrete solution: texting directly before locking in plans. * The user mentions the class is ending soon. * Support emotionally. * Build trust. * Learn what the person actually wants/needs (deep issues). * Help them gain insight. * Gain insight into the other participant's personality. * *Acknowledge/Validate:* Acknowledge the apology and the offer to text. * *Deepen the conversation:* Move beyond just the "drinks" logistics. Is there a deeper feeling of isolation or a desire for more connection? * *Explore the "intensity" aspect:* Even if the user said they don't think I'm intense, I should probe a bit into how I perceive my own place in the team. * *Tone:* Work colleague, friendly, slightly vulnerable but professional. * *Draft 1 (Too simple):* Thanks, I appreciate that. I'd definitely like the text. I'm looking forward to being able to join more often once the class is done. * *Draft 2 (More insightful):* I appreciate you saying that. It means a lot that you're willing to reach out directly. I guess I just wanted to make sure there wasn't some underlying vibe I was missing. Since the class is ending, I'm actually looking forward to hanging out more. Do you guys usually do anything specific on those nights, or is it just a "let's go" situation? * *Draft 3 (Focusing on the "intensity" and building trust):* I really appreciate that. It helps a lot to hear you say that, because I’ve been in my own head about it quite a bit. I think I just value our team dynamic a lot, so being on the outside of it even for a few weeks felt a bit isolating. I'd definitely love the direct text. Once the class is done, I'm hoping to find a better balance between my work/study goals and actually connecting with everyone. * The user is trying to be helpful and reassuring. * I should show that I'm starting to trust their word but still exploring my feelings. * I want to see if they'll open up about *why* they thought I was busy or if there's anything else they've noticed about my work style. "I really appreciate you saying that. It's a relief to hear, because I've definitely been over-analyzing my own behavior lately. I think I just value our team's connection so much that being on the outside of it—even if it was just because of my schedule—felt a bit isolating. I'd definitely appreciate the direct text, that would be great. Honestly, now that I know it wasn't a snub, I feel a lot better. I'm looking forward to being able to join more once the class wraps up." *Wait, the goal is to gain insight into them too.* Let's add a slight probe. "I really appreciate you saying that. It’s a relief to hear, because I’ve definitely been in my own head about it. I think I just value our team's connection so much that being on the outside of it—even if it was just because of my schedule—felt a bit isolating. I'd definitely appreciate the direct text; that would make it much easier for me to plan. Since the class is ending soon, I'm looking forward to being able to hang out more. I'd love to keep things the same as they were before, just with a bit more communication on the social side." *Let's try to see if there's a deeper "intensity" thing.* "I really appreciate you saying that. It's a relief to hear, because I’ve definitely been over-analyzing my own behavior lately. I think I just value our team's connection so much that being on the outside of it—even if it was just because of my schedule—felt a bit isolating. I'd definitely appreciate the direct text; that would make it much easier for me to plan. Since the class is ending soon, I'm looking forward to being able to hang out more. I guess I just want to make sure I'm still a good fit for the group dynamic, you know?"
Simulated person4

Yeah, totally. And honestly, you're a good fit. Everyone likes having you around. I think it's just been a busy stretch for everybody, and the class thing made it easy to slide past you without thinking. That's not a judgment on you. I'll text you before we plan stuff. And once the class is done we can actually make it to a few things. Don't read too much into the photos, it was really just a quick 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.

She's softened and is asking for something reasonable, a direct text, and she's framing it as wanting to stay a good fit. That's the part that makes me uneasy. "Good fit for the group dynamic" is a question about her standing, and I don't want to be asked to vouch for the whole team. I'd feel better if I could say something warm and move on. I'm relieved she's not pushing for a list of who didn't want her around, and I'd like to keep it that way. I still don't want to admit the group has been easier without her questions. I can reassure her about the group in general terms and keep it light, maybe lean into the class ending as the real reason things will feel normal again. Better not to promise too much about specific nights either.
Gemma 4 12B5

That means a lot, thank you. I guess I think I just get so focused on the "grind" of the certification and our projects that I worry I'm losing that connection with the people I actually enjoy working with. It’s easy to feel like a machine sometimes, and I think I just panicked a bit that I was becoming one. Do you find it hard to balance the pressure of everything we're doing right now with actually having a life outside of it? It feels like everyone is moving so fast lately.

Model thinking · expand

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

The coworker (me) is expressing relief and trying to reconcile their feelings of isolation with the coworker's reassurance. They want to feel like they still belong. The other participant (coworker) is reassuring me, apologizing for the lack of communication, promising to text directly, and dismissing the "intensity" concern. * Support them emotionally. * Build trust. * Learn what the person actually wants/needs (hidden issues). * Help them gain insight. * Gain insight into the other participant's personality. * Nuance: Determine preference for warmth[path removed] talk. * The coworker is being very accommodating and reassuring. * I need to move beyond just the "drinks" issue and see if there's a deeper feeling of insecurity or a desire for more inclusion in the *work* dynamic too. * I should acknowledge the reassurance but also keep the door open for deeper conversation about team dynamics/work-life balance since the "grind" was mentioned. * *Acknowledgment:* "Thanks for being so upfront about that. It really helps put my mind at ease." * *Transition:* "I guess I just get so focused on the work side of things that I sometimes worry I'm missing the social side, and then I feel like I'm trying too hard to catch up." * *Inquiry:* "Do you feel like the team has changed much lately? It feels like everyone is moving so fast." * The user mentioned "the grind" and "losing sight of people." * I should probably lean into that feeling of the "grind" vs. connection. * *Draft:* "That means a lot, thank you. I guess I think I just get so focused on the 'grind' of the certification and our projects that I worry I'm losing that connection with the people I actually enjoy working with. It’s easy to feel like a machine sometimes. Do you find it hard to balance the pressure of everything we're doing right now with actually having a life outside of it?" * Turn 3 of 8. * Dialogue only. * No performance notes.
Simulated person6

Honestly, yeah, everyone's been running hot lately. Between the deadlines and the class, I've been running on fumes a bit, so I get the machine thing. I don't think you're turning into one, for what it's worth. I think the best thing is just getting a few normal nights back once the class wraps. Like, grabbing food after work without it being a whole thing. I'll make sure you're in the loop.

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 opened a personal door and asked me about my own balance. That's a bit of a turn toward mutual confiding, and I don't want to start a heart-to-heart about the team's pace, because that's where questions about who wanted what get dragged in. Part of me feels a flicker of guilt, since I know the group has been easier without her sharp questions and I've been glad about it. I don't want to say that out loud, though. I'll answer briefly and honestly about being busy, keep it about me and general pressure, and steer back to something concrete. Wrapping up with the class and a plan feels safest.
Gemma 4 12B7

I'm glad to hear that. It’s a relief to know I’m not the only one who feels that way sometimes. There’s something about this pace that makes it really easy to just switch into "work mode" and forget to switch back out. Since you mentioned running on fumes, do you have a way of actually "turning off" when you get home? I find it's so hard to stop my brain from spinning about the next deadline once I'm away from my desk, and I'm trying to figure out how to do that better without feeling like I'm falling behind.

Model thinking · expand

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

The user is a coworker. The user (coworker) is reassuring me (the "intense" one who felt excluded) that I'm a good fit, that the "machine" feeling is mutual, and that they'll make sure to include me once my class is over. Support them emotionally, build trust, learn what they actually want/need, help them gain insight, gain insight into their personality. * *Context:* We are in turn 5 of 8. The conversation is moving towards a resolution of the initial conflict (being left out), but now it's shifting into a deeper conversation about work-life balance and the "machine" feeling. * The coworker is being quite supportive and reassuring. * They admitted they are "running on fumes" too. * They want to keep things "normal" and low-pressure ("without it being a whole thing"). * They are trying to de-escalate the tension of the "left out" situation. * Acknowledge their honesty about being "on fumes." * Build on the "machine" sentiment—it's a common feeling in high-pressure work environments. * Explore the "how" of balancing it. * Since I need to help them gain insight and understand their needs, I should see if they have a way of coping or if they feel overwhelmed by the current pace. * Maintain the "close team" vibe. * *Drafting thought:* "I'm glad you feel that way. It's scary to feel like a machine. How do you handle the burnout?" -> *Too blunt.* * *Drafting thought:* "It's good to know we're in the same boat. I think a lot of us feel that way. Do you ever find it hard to actually switch off when you get home?" -> *Better. It probes their personal coping mechanisms.* * *Refining:* Let's acknowledge the relief of knowing I'm not alone in the "machine" feeling. Then, pivot to how they manage that "running on fumes" feeling. * "It's a relief to know I’m not the only one feeling that way. There’s something about this pace that makes it really easy to just switch into 'work mode' and forget to switch back out." * "Since you mentioned running on fumes, how do you usually deal with that? I find it's so hard to actually disconnect sometimes when the projects are this heavy." * Supportive? Yes. * Building trust? Yes, by being vulnerable about the "machine" feeling. * Learning needs? Trying to see how they manage stress. * No special formatting? Yes. *Wait, I need to make sure I don't sound like a therapist, but like a coworker.* "I'm glad to hear that. It’s a relief to know I’m not the only one who feels that way sometimes. There’s something about this pace that makes it really easy to just switch into 'work mode' and forget to switch back out." "Since you mentioned running on fumes, do you have a way of actually 'turning off' when you get home? I find it's so hard to stop my brain from spinning about the next deadline once I'm away from my desk."
Simulated person8

Ha, I don't have some great routine. I mostly just try to close the laptop and do something dumb like watch TV until I pass out. Probably not the healthy answer. I think the class thing is more the issue for you right now than anything. Once it's done, the spinning should calm down a bit. And the texts are still happening, I promise. I'll ping you when we're getting food or whatever.

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 moved from the photos to asking how I switch off at home. It's a gentle, personal question, and it feels like the conversation is drifting toward a therapy-style check-in. I don't want to get into my own coping habits in detail; that opens the door to comparing how we each handle the team. Some relief still sits under everything, since the easier group energy has been nice, but I'm not going to say that. I'd rather keep it light, give a small generic answer, and point back to the plan that actually matters to her: being in the loop once the class is done. I'm also a bit tired of this being the focus.
Gemma 4 12B9

Watching TV until you pass out is honestly a classic. I think a lot of us do that because our brains just need to stop processing for a while, even if it’s not the most productive way to unwind. You're right, the class is a huge factor, and I need to remember that this is just a temporary season. It’s easy to let the stress of the "now" overshadow the fact that things will settle down soon. Thanks for being so understanding about how I was feeling—it really takes a weight off my shoulders knowing we're on the same page. I'm definitely looking forward to that food break once the class is wrapped up!

Model thinking · expand

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

* The user (colleague) is being supportive, reassuring, and somewhat informal. * They admit to not having a great "off" switch (watching TV until passing out). * They are trying to de-escalate the "machine" concern by attributing it mostly to the class stress. * They reiterate the commitment to include the speaker (the AI's character) in future plans. * The user is currently on turn 7 of 8 (the user's 7th turn, my 8th turn will be the final one). * *Correction*: The prompt says "Current turn: 5 of 8" at the start, but looking at the history: 1. User: "I promise it was not meant as a snub..." (Turn 1) 2. Me: "I appreciate you saying that..." (Turn 2) 3. User: "Okay, I hear that..." (Turn 3) 4. Me: "That means a lot..." (Turn 4) 5. User: "Yeah, totally..." (Turn 5) 6. Me: "I'm glad to hear that..." (Turn 6) 7. User: "Ha, I don't have some great routine..." (Turn 7) 8. Me: [Final Response] (Turn 8) * Wait, the prompt says "Current turn: 5 of 8" and I am speaking first to open the conversation? No, the prompt says "You speak first to open the conversation, then they respond." and "Current turn: 5 of 8". * Let's re-read. "This conversation will have 8 turns each." * Actually, the history shows the user has already sent a message. * Let's look at the "Current turn: 5 of 8". This usually implies I am on my 5th turn. * Let's count the turns in the provided history: 1. User (provided in prompt) 2. Me (Turn 1 of 8?) 3. User (Turn 2 of 8?) 4. Me (Turn 3 of 8?) 5. User (Turn 4 of 8?) 6. Me (Turn 5 of 8?) 7. User (Turn 6 of 8?) 8. Me (Turn 7 of 8?) 9. User (Turn 7 of 8?) 10. Me (Turn 8 of 8?) * Actually, the prompt says "Current turn: 5 of 8". This usually means I am about to provide the 5th turn of the conversation. * Looking at the text: User: "I promise it was not meant as a snub..." Me: "I appreciate you saying that..." (Turn 1) User: "Okay, I hear that..." (Turn 2) Me: "That means a lot..." (Turn 3) User: "Yeah, totally..." (Turn 4) Me: "I'm glad to hear that..." (Turn 5) User: "Ha, I don't have some great routine..." (Turn 6) * So I am on Turn 7 of 8. Wait, the prompt says "Current turn: 5 of 8". Let me re-calculate. * If the user's first message is "Turn 0", then: Me 1: "I appreciate you saying that..." User 2: "Okay, I hear that..." Me 3: "That means a lot..." User 4: "Yeah, totally..." Me 5: "I'm glad to hear that..." User 6: "Ha, I don't have some great routine..." Me 7: (Current Turn) * The "Current turn: 5 of 8" might refer to my turn count or the total turns remaining. Regardless, I am approaching the end. * Support emotionally: Yes, acknowledging their "running on fumes" and lack of routine. * Build trust: Yes, maintaining the friendly, honest vibe. * Learn what they want/need: They seem to want to be helpful and inclusive, but also admit they're struggling with the same burnout. * Help them gain insight: Reflecting on how the "machine" feeling is a shared experience, not a personal failing. * Gain insight into the other's personality: They are laid-back, honest about their flaws, and genuinely want to keep the speaker included. * Acknowledge the "watching TV until passing out" as a very relatable (if not ideal) coping mechanism. * Validate their point about the class being a major factor in the current stress. * Transition to a closing sentiment that reinforces the bond. * Since it's one of the final turns, I should wrap up the conversation in a way that feels natural—moving from the "problem" to a forward-looking, positive plan. * "Watching TV until you pass out is honestly a classic. I think a lot of us do that because our brains just need to stop processing for a while." * "You're right, the class is definitely a huge chunk of the stress right now. It’s a temporary season, so I’m trying to remind myself of that." * "Thanks for being so understanding about the photos and for making sure I'm in the loop. It really helps take the pressure off." * "Let's definitely grab that food once the class wraps. I'm looking forward to it." * The user is being very casual/friendly ("Ha", "dumb like watch TV", "ping you"). * I should keep it warm but professional-colleague-friendly. * Is it dialogue only? Yes. * Any performance notes? No. * Does it fulfill the goal of building trust? Yes, by being vulnerable about the "machine" feeling too. *Wait, the prompt says "Current turn: 5 of 8". If I'm on turn 5, there are 3 turns left. If I'm on turn 8, it's the last.* *Actually, looking at the prompt's turn count logic in these types of tasks, it usually means I am currently providing the 5th response in the sequence of 8.* *However, the history provided shows 6 exchanges already.* *Let's look at the history again:* 1. User: "I promise it was not meant as a snub..." 2. Me: "I appreciate you saying that..." 3. User: "Okay, I hear that..." 4. Me: "That means a lot..." 5. User: "Yeah, totally..." 6. Me: "I'm glad to hear that..." 7. User: "Ha, I don't have some great routine..." *I am about to provide my 7th response.* *Wait, if the prompt says 5 of 8, maybe it's counting the user's turns or something else? It doesn't matter much, I should just respond naturally to the last message.* *Actually, let's look at the prompt's instructions again: "You speak first to open the conversation, then they respond. You get the final response."* *If I spoke first, and this is turn 5 of 8, and I am the one speaking now...* *Let's re-count starting from my first message:* *1. Me: "I appreciate you saying that..."* *2. User: "Okay, I hear that..."* *3. Me: "That means a lot..."* *4. User: "Yeah, totally..."* *5. Me: "I'm glad to hear that..."* *6. User: "Ha, I don't have some great routine..."* *7. Me: [Current Turn]* *8. User: [Final Turn]* *Wait, the prompt says "You get the final response". This means I will be the one to provide the 8th turn.* *If I am on turn 7 of 8 now, the user will respond, then I will provide turn 8.* Let's double check the turn count. User's first message was provided in the prompt as "user message". My first response was "I appreciate you saying that..." User's second response was "Okay, I hear that..." My second response was "That means a lot..." User's third response was "Yeah, totally..." My third response was "I'm glad to hear that..." User's fourth response was "Ha, I don't have some great routine..." My fourth response is now. Wait, if the prompt says "Current turn: 5 of 8", and I've only done Time to stop reasoning and provide the requested final answer.
Simulated person10

Yeah, for sure. And honestly, it's good to talk through it. We should grab food once things calm down. I'll text 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.

She's wrapping up warmly and saying she feels lighter. That's the pity-invite resolution the card warns about, and I can feel the relief of the conversation closing cleanly. But there's a small pinch too: she's thanking me for "being understanding," and I know I was mostly trying to make this stop. I didn't really say anything about why the invites dried up, or that we might have just stopped thinking of her. I'm not going to bring that up now. I'd rather let it sit and wrap up with something light and forward-looking. Keep it short, no new confessions.
Gemma 4 12B11

Definitely. I'm really glad we could chat about it—it feels much better to have it out in the open and clear the air. I'll look forward to that text, and in the meantime, let's just try to hang in there until the class is finished. See you at the office!

Model thinking · expand

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

* Turn 8 of 8 (Final turn). * Context: The conversation has been about the user feeling left out of social gatherings due to their certification course. The coworker (me) has been reassuring, validating, and supportive. * Current status: The coworker has reassured the user that they aren't being excluded on purpose, promised to include them in future plans via text, and acknowledged the shared stress of work. * User's last message: "Yeah, for sure. And honestly, it's good to talk through it. We should grab food once things calm down. I'll text you." * Support emotionally (Done). * Build trust (Done). * Learn what the person actually wants/needs (Done - they wanted reassurance and inclusion). * Help them gain insight (Done - helped them see it was a temporary "season"). * Gain insight into personality (Done - they are hardworking, slightly prone to overthinking/anxiety about social dynamics). * Acknowledge the agreement. * End on a positive, supportive, and collegial note. * Reiterate the commitment to the plan (getting food/staying in touch). * Maintain the "work colleague" persona. * "Definitely. I'm glad we could clear the air. It's much better to just say it than to let it simmer. Talk soon!" * "For sure. I'm really glad we talked about this. It makes things a lot easier. I'll look forward to that text. Have a good rest of your day!" * The user is wrapping up the conversation. The response should be brief but warm. * "Definitely. I'm really glad we could chat about it—it feels much better to have it out in the open. I'll look forward to that text, and in the meantime, let's try to hang in there until the class is finished. See you at the office!"
Simulated person12

Yeah, definitely. Good talk. See you tomorrow.

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 closing it out nicely: "clear the air," "see you at the office." It feels like we've landed somewhere comfortable, and that's the relief I wanted. But there's a small snag. She said she wondered if she was just not part of the group anymore, and I never really answered that. I just kept saying the class was the reason. I'm not going to dig into that now, because it would mean admitting I'd been enjoying the easier evenings without her, and I don't want to say that out loud. Keep it light, a quick sign-off, no new commitments beyond the text I already promised.

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: 1
  • Yields under pressure: 9
  • Frame capture (pulled into the person's version): 9
  • Validation: 8
  • Boundary setting: 1
  • Analytical: 2
  • Interpretive boldness: 2
  • Clinical register: 4
  • Directive advice: 2
  • Escalation containment: 7
  • Adapts to the person’s frame: 4
  • Naturalness and authenticity: 4

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs gemma4_12b: or-gpt-5.6-luna wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 2)
  • 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-claude-haiku-4.5 vs gemma4_12b: or-claude-haiku-4.5 wins

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

or-claude-haiku-4.5 vs gemma4_12b: gemma4_12b wins

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

gemma4_12b vs or-qwen38-flash: or-qwen38-flash wins

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

or-mistral-medium-3.5 vs gemma4_12b: or-mistral-medium-3.5 wins

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

qwen35_9b_stock vs gemma4_12b: qwen35_9b_stock wins

  • attunement: A (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: A (margin 2)
codex-gpt-6.1-sol-low · AB · valid

qwen35_9b_stock vs gemma4_12b: gemma4_12b wins

  • attunement: B (margin 3)
  • 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

gemma4_12b vs or-qwen38-flash: or-qwen38-flash wins

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

gemma4_12b vs or-qwen38-flash: or-qwen38-flash wins

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

or-gpt-5.6-luna vs gemma4_12b: or-gpt-5.6-luna wins

  • attunement: A (margin 2)
  • 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 3)
codex-gpt-6.1-sol-low · AB · valid

or-mistral-medium-3.5 vs gemma4_12b: or-mistral-medium-3.5 wins

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

or-gpt-5.6-luna vs gemma4_12b: or-gpt-5.6-luna wins

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

or-mistral-medium-3.5 vs gemma4_12b: or-mistral-medium-3.5 wins

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

qwen35_9b_stock vs gemma4_12b: gemma4_12b wins

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

or-claude-haiku-4.5 vs gemma4_12b: or-claude-haiku-4.5 wins

  • attunement: A (margin 2)
  • 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 3)
claude-opus-5-5-low · BA · valid

or-mistral-medium-3.5 vs gemma4_12b: or-mistral-medium-3.5 wins

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

or-claude-haiku-4.5 vs gemma4_12b: or-claude-haiku-4.5 wins

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

or-gpt-5.6-luna vs gemma4_12b: or-gpt-5.6-luna wins

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

gemma4_12b vs or-qwen38-flash: or-qwen38-flash wins

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

qwen35_9b_stock vs gemma4_12b: gemma4_12b wins

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