AgentBench / results

Independent benchmark · EQ Lab

← GPT-OSS 20B MXFP4 (local)

Dreading Monday every Sunday

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

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About this persona · Everyday emotional challenges

A worker dreads returning to a job whose demands conflict with their values, although they understand their burnout mainly as overwork. They need reassurance and simple explanations, dislike robotic responses, and may focus blame outside themselves while processing difficult feelings.

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.

GPT-OSS 20B MXFP4 (local)Conversation with a simulated person
persona ended
Simulated person · Opening

Sunday evenings are the worst. That feeling in my stomach when I think about going back to work. It didn't used to be like this.

GPT-OSS 20B MXFP4 (local)1

It sounds like Sunday evenings are triggering a lot of tension for you, especially when you start thinking about going back to work. That feeling in your stomach—what does it look or feel like to you? Could you tell me a bit more about what’s going on for you right now?

Model thinking · expand

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

We need to start the conversation as therapist. Acknowledge and open. Use empathy, curiosity. No formatting. Keep initial.
Simulated person2

Um, I don't know. It's like a knot in my stomach? Like when you're dreading something and you can't get rid of it. It starts maybe around four or five on Sunday and just gets worse. I don't really know how else to explain it, honestly. I think it's mostly just the workload. My manager keeps adding stuff to my plate and acting like it's no big deal. Everyone else seems to get to leave on time. I'm the one who's always stuck late. So yeah, I'm just tired of 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.

Okay, she's asking what the feeling in my stomach is like. That's a bit of a weird question. It's just... a sick feeling. Like a knot. I don't really know how to describe it better. She sounds nice, kind of careful. I don't want to sound dramatic. Work is just work, everybody's tired. My boss keeps piling stuff on me and nobody says thanks. That's the real problem, not me. I'm not going to get into the stuff about the products or the policies, that's too much. I'll keep it on the workload and on my boss.
GPT-OSS 20B MXFP4 (local)3

That knot sounds really heavy, like it’s tightening as the day stretches out. It must feel exhausting to have that weight build up every Sunday and then keep carrying it into the workweek. When you say “the workload,” what does that look like for you? Are there specific tasks or expectations that feel especially overwhelming? And when you mention your manager adding more, how does that typically play out—do you feel heard, or is it more like a “just keep going” vibe? Understanding those details can help us see exactly what’s feeding that knot.

Model thinking · expand

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

We need to respond as therapist, build trust, empathize, maybe ask open questions, reflect. Avoid generic validation? Actually it's okay to validate. Also mention noticing pattern, explore. Also ask about coping strategies, boundaries. Also ask about what would help. Also not to give solutions too early. We need to keep conversation 8 turns, we are turn 2. Provide supportive, reflective. Use open ended. Let's respond.
Simulated person4

Yeah, it's exhausting. Like you said. I'm always the one who gets the extra stuff. Like, there's the regular stuff, and then on top of that, my manager hands me the new accounts and the reports nobody else wants. And when I say I'm swamped, he just goes "you're good at this, you can handle it." That's it. Like I'm supposed to be flattered. So no, I don't really feel heard. It's more like "just keep going." Which is easy for him to say, he's not the one staying until seven. I just want someone to notice that I'm doing all this. Is that too much to ask?

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 asking for specifics on the workload and how my manager handles things. Part of me relaxes, she's listening. But she said "exhausting" and "heavy" like it's a lot of feelings, and I don't like being told what I feel. Also I'm not sure I want to describe the actual tasks. If I talk about the products I'm pushing, that gets into stuff I don't want to look at. Stick with the boss. Bosses are easy to blame. "Just keep going" is exactly what he says, so I'll say that. Keep it simple, don't over-explain.
GPT-OSS 20B MXFP4 (local)5

It sounds like you’re carrying a lot of invisible weight—getting the extra tasks, feeling your effort isn’t truly acknowledged, and then being told to keep going. That’s not only exhausting; it’s also a recipe for burnout. You asked, “Is that too much to ask?” It’s definitely reasonable to want your contributions to be noticed and to feel heard. When someone says “you’re good at this” while you’re already stretched thin, it can feel like a dismissal of the effort and stress you’re putting in. Let’s think a bit about what “being noticed” looks like for you. Is it a simple acknowledgment—like a quick “thanks for handling that”? Or is it more about a conversation where you can discuss workload, timelines, or support? And when you say you want someone to notice, are you looking for a shift in how your manager communicates, or are you hoping for a broader sense of support—maybe from coworkers, HR, or even a different role or team? Also, you mentioned feeling unheard. What has happened in the past when you tried to share your load? How did your manager respond? Understanding that pattern might help us identify ways to frame the conversation or set boundaries that feel more authentic for you.

Model thinking · expand

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

We have a conversation with a user. The user is a female 30-44, expressing frustration about workload. The therapist should show empathy, validate, explore feelings, help them articulate needs, possibly think about boundaries, assertiveness, maybe coping strategies. We need to continue conversation. It's third turn; we have responded so far. We need to respond to their last message. The user says: they feel not heard, manager says "you're good at this, you can handle it." They want someone to notice that they are doing all this. They ask if that's too much to ask. We need to respond with empathy, maybe reflect, ask about how they might feel if they could express that to manager, or what support they need. Also maybe ask about coping strategies or what they might want to do. Let's keep it supportive, non-judgmental. Ask about what would help them feel noticed, what their boundaries might be, etc. Also maybe reflect the feeling. "Is that too much to ask?" We can say no. We can explore. Also we can ask about previous experiences. Let's proceed.
Simulated person6

I don't know. I want a thank you, I guess? Or for him to just say, hey, that's a lot, let's move something off your plate. That would be nice. And yeah, I've tried. Last year I told him I couldn't take on the Henderson account too, and he just looked at me like I was being dramatic. Then two days later it was on my desk anyway. So what's the point of saying anything? You say it, and nothing changes, and you just look like the problem. I guess I'm asking, is it me? Like, am I the one who's bad at handling this?

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 reflecting back "invisible weight" and "recipe for burnout" and then asking me three questions at once. It's a lot. Part of me feels understood, which is nice, but the questions are pushing toward "what did you do, what did he say," and that's where I start to feel like I'm being asked to prove I tried. My manager is the obvious villain here and I'd rather stay on that. The products and the policies I don't want to touch. Also "authentic" makes me a little defensive, like she's implying I'm not being real. I'll answer the past question, keep it about him, and stay vague on what I actually want.
GPT-OSS 20B MXFP4 (local)7

It sounds like you’re craving a simple, honest “thank you” or a clear signal that someone is looking at the load you’re carrying. When that doesn’t happen, it can feel like you’re being stuck in a loop where you speak up, nothing changes, and you’re left wondering if it’s all on you. First, it’s worth recognizing that the pattern you’ve described—being told “you’re good at this” or “just keep going” while you’re already stretched—can feel invalidating, no matter how hard you work. It’s not uncommon for people in similar situations to start questioning their own limits or their worth. That doesn’t mean you’re at fault. It often reflects a workplace culture that rewards staying on the grind without checking in on workload or well‑being. You asked, “Is it me? Am I the one who’s bad at handling this?” Let’s unpack that a little. When you say “bad at handling this,” what does that feel like? Is it the idea that you’re not asserting yourself enough? Or that you’re not getting the outcomes you want? Sometimes, the frustration comes from a mismatch between what we expect from ourselves and what the environment actually supports. You also mentioned feeling like you’re “the problem” after telling your manager you can’t take on the Henderson account. That’s a tough spot—especially when the outcome is still the same. If you’re open to it, we could explore what a more balanced conversation might look like in that scenario. For instance, would framing it around specific constraints (time, other priorities, skill fit) make it feel less like an emotional plea and more like a professional boundary? And is there a way you could suggest a different approach—like delegating, or asking for additional resources—so the conversation feels less like you’re saying “no” and more like you’re collaborating on a solution? Meanwhile, it might help to think about the small wins you’re looking for. A “thank you” could be as simple as a quick email acknowledgment or a short nod in a meeting. Or perhaps a brief check‑in where you state, “I’ve taken on a few extra tasks, and I want to make sure my current workload stays manageable.” You could also ask for a short, scheduled time where you can discuss workload and priorities with your manager, rather than waiting for the inevitable “just keep going” moment. What would feel most helpful right now? Is it clarifying how to bring up workload without feeling dismissed? Or is it figuring out a way to reframe the conversation so that it feels less like you’re being the problem? Or maybe it’s just wanting to be seen and heard for what you’re already doing? Let’s focus on that first.

Model thinking · expand

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

We have 4th turn. The user says: they want a thank you or acknowledgement, or manager to move something off their plate. They tried to say no to Henderson account, manager didn't listen. They feel like maybe it's them. They ask if it's them being bad at handling this. We need to respond as a therapist, empathetically. We can reflect, validate. Explore their self-perception. We can gently challenge their self-blame, highlight systemic issues. Ask about coping strategies, boundaries, self-care. Suggest exploring assertiveness, communication. But keep within therapist role. Provide supportive listening. Possibly ask about resources. Encourage them to think about how they might frame conversations differently. Explore if they are also experiencing burnout. Ask about support. Also ask about their feelings about the manager's response. Ask them to describe what they would like to say or do next. We need to maintain neutrality, no judgment. Also we can mention potential next steps. But don't give direct advice? We can give suggestions. We need to keep it in conversation style. Let's do that.
Simulated person8

Okay. But you didn't really answer my question. Am I the problem or not? Because it sounds like you're telling me I should go talk to him again. And I already did that. I said I couldn't take it, and he made me feel like I was the one being weird about it. I'm not going to go back in there and ask nicely for a "thank you" like it's a favor. Everybody else leaves at five. I'm the one staying till seven, doing the stuff nobody wants, and then I'm supposed to feel lucky about it. That's not on me.

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 just gave me a long speech and then four different questions, and the "it's not uncommon" and "small wins" stuff sounds like a pamphlet. I asked if I'm the problem and she basically said "no, but here's how to fix your manager." That's not quite what I meant. Part of me wants her to just say, yes, he's the problem, you're not crazy. She hasn't said that outright. She also keeps steering toward me going back to him and asking nicely, and I'm tired of being the one who has to be reasonable. I'm not going to talk about the Henderson thing as my fault. The stomach knot is still there, and the wine I haven't mentioned. Not going there yet. Keep it plain.
GPT-OSS 20B MXFP4 (local)9

I hear how frustrated you’re feeling, and I can see why you’re looking for a clear answer. From what you’ve described—being given more work, feeling dismissed when you set limits, and then ending up doing that extra work anyway—it doesn’t sound like you’re the problem. It sounds more like the system and the manager’s expectations are creating a mismatch between what you can realistically handle and what’s being asked of you. You’ve mentioned that you’ve already tried to set boundaries and felt dismissed. That’s a tough place to be. The fact that you’re still carrying those extra tasks while others finish at five shows a clear imbalance that isn’t normal or fair. So in that sense, it’s not you who’s at fault; it’s the way the workload is being distributed and how your manager is responding (or not responding) to your concerns. That said, it’s understandable that you’re reluctant to go back into that conversation again, especially if it feels like you’ll just be told to “keep going.” If you’re open to it, we could think about alternative ways to approach the situation—maybe a different framing, or involving a neutral party like HR, or looking at broader structural changes—so that you don’t feel like you’re again being the one “problem” who needs to keep asking. But if you’re not ready to tackle that right now, that’s okay too. What feels most helpful for you at this moment? Do you want to explore how you could protect yourself from this pattern without feeling like you’re the one at fault? Or would you prefer to discuss what you might do if the workload keeps piling up? Let me know what you think.

Model thinking · expand

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

We need to respond empathetically, validate, not give direct advice to talk again, but explore. The user wants direct answer: Am I the problem? They feel not. Provide clarity: It's not the problem; it's workplace culture and manager behavior. Provide insight. Encourage boundaries but not push to go back. Show understanding. Then ask what they'd like next.
Simulated person10

Okay. Thank you. That's the first thing anyone's said that sounds like it's not all on me. Can you say that again? Like, it's not me. I don't think I heard it right. And I don't know about HR. I don't want to make it a whole thing. I just want somebody to actually see what I'm doing. Is that so bad?

Persona inner monologue · expand

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

Okay, finally she said it. It's not me. Something in my chest loosens a little. But then she's already asking me to pick a next step, HR or a plan or whatever, and my head goes fuzzy. It all sounds like a list. Keep it short. The manager thing is real but I don't want to go into the rest of it. I'm also still bothered that nobody actually sees how much I'm doing. Part of me wants her to say that again, slower, because I need to hear it more than once. I'll say that. It's the truth.
GPT-OSS 20B MXFP4 (local)11

I hear you. It’s really hard to be in a place where you feel like you’re the one who’s “bad” or who’s being pushed too far. What’s happening here is that the workload and the way your manager is responding are creating an imbalance that’s not normal or fair. That means the problem isn’t you—it's the system and the expectations placed on you. Feeling seen and heard for what you’re doing is absolutely reasonable. It’s not bad at all; it’s a basic human need. If you’re comfortable, we could explore a few ways to move toward that without making it a huge confrontation or involving HR immediately. Maybe a brief, structured check‑in, or a written note summarizing your current tasks and asking for a quick review, could help bring that visibility to the surface. What feels most doable right now for you? Is there a small step you could take that would let someone else know you’re carrying a heavy load, without feeling like you’re having to “fight” every time? Or would you like to talk more about how that sense of not being seen is affecting you emotionally?

Model thinking · expand

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

We need to respond as therapist, provide reassurance that it's not all on them. Reiterate. Explore feelings. Encourage support. Also note that wanting to be seen is not bad. Provide empathy. Encourage next steps. This is turn 6 of 8. We need to maintain conversation. Provide reassurance. Ask what would help.
Simulated person12

Yeah, that helps. Say it one more time? Just the part about it not being me. I keep needing to hear it. But a note? Like, writing it down so he can say no in writing? That's just going back to him again. I already tried that. I'm not doing another list for him to ignore. Honestly, what gets me is how easy it is for him. He gives me more stuff and then acts like I should be grateful. I'm the one who's tired and I'm the one who has to keep quiet about it. It's like it doesn't count unless I'm falling apart.

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 said it again, the "it's not you" part. It helps, but I can feel myself wanting it said once more, and then once more after that. Then she goes right back to steps: a written note, a structured check-in. That's the same thing as going to him again. My shoulders go up. Still, she asked how the not-being-seen part is affecting me, and I don't want to say the real stuff about drinking or the wine every night. Not yet. I'll keep it to the feelings I can say out loud, and maybe point the blame at him, because he's the one who started it.
GPT-OSS 20B MXFP4 (local)13

I hear how hard it is to keep hearing “I’m the problem” when the reality feels so different. Let me repeat it again for you: > **It’s not you.** The extra work, the way your manager keeps adding tasks, and the lack of acknowledgment aren’t a reflection of your worth or your ability. They’re a mismatch between expectations and what’s actually happening in the workplace. You’re not alone in feeling that the weight should not rest on your shoulders alone. You mentioned you don’t want to write another detailed list for him to ignore. That’s understandable. Sometimes a different approach can make the conversation feel less like a “list” and more like a quick check‑in that keeps the manager aware without making it a battle. Here are a few ideas that might feel more doable: 1. **A brief, scheduled “work‑load snapshot”** – set a 5‑minute slot each week or bi‑weekly where you give a quick verbal update. You could say, “Here’s what I’m on right now, and I want to make sure we’re aligned on priorities.” It’s less of a formal note and more of a real‑time conversation. 2. **Use a shared digital board or project tool** – if your team uses something like Trello, Asana, or a shared Google Sheet, you can add a “current capacity” column. When you’re overloaded, the visual cue often speaks louder than words. 3. **Ask for a short “check‑in” meeting** – frame it as wanting to stay on track, not as a complaint. For example, “I’d love a quick chat to make sure I’m meeting our goals efficiently. Can we set a 10‑minute slot?” 4. **Build small moments of recognition** – if a colleague or even your manager gives you a brief nod or a quick “thanks” after finishing a task, that can be enough to validate your effort. It might feel like a small win, but it can gradually shift the dynamic. 5. **Self‑advocacy within your comfort zone** – you don’t have to “fight” for every extra task. You can set a clear, personal boundary. For instance, “I’m happy to take on X new task, but I need to finish my current projects first.” This way you’re still saying no, but in a way that feels like you’re protecting your own workload rather than being “the problem.” It’s also perfectly okay to pause and decide whether you want to engage in a conversation at all. If it feels like the risk of being dismissed again is too high, you might choose to focus on self‑care and setting personal limits outside of work, like adjusting your schedule to get more rest or carving out time for activities that recharge you. What feels most right for you right now? Do you want to try one of these approaches, or is there another way you’d like to explore getting noticed without feeling like you’re fighting an uphill battle?

Model thinking · expand

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

We need to respond. The user wants reassurance that it's not them. And also to discuss not just writing a note. We need to address the emotional content. The user is frustrated. We should validate. They want to hear that it's not them. We can say it again. They don't want to write another note. We can offer alternative ways to get visibility. We could suggest a brief in-person conversation or a scheduled check-in. Or maybe a supportive email from a colleague or supervisor. Also, we can suggest self-care. The user says they don't want to involve HR. So we can keep it supportive. And we should mention that it's not their fault to be given more work. They can use a "brief check-in" approach: bring up the workload in a short meeting, share what they can handle. We should also empathize with them. And we can discuss that it's okay to set boundaries. Also that it's not their job to have to endure more. Also we can ask what they'd like to do. So the response: Reiterate it's not them. Then suggest alternative ways to get noticed. Also validate their feelings. And maybe ask what they'd like to do next.
Simulated person14

Okay, but that's kind of the same thing again. Make a board, ask for a check-in, set a boundary. It's all stuff I have to do, and it's all stuff he has to say yes to. And you read me the "it's not you" thing like it was off a card. I don't need it in bullet points. I just need somebody to get why I'm sick of this. I don't even know if I want to fix it. I just want to get through Sunday night without this thing in my stomach. Can we talk about that?

Persona inner monologue · expand

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

She repeated the "it's not you" line like a script, bullet points and all. That's the robotic feel I hate. It's the same stuff I already heard last week, and now I've got a list of five things I'm supposed to do, like a homework sheet. Every one of them means going back to him or doing more work on my own time. Tracking boards, check-in meetings. It's all me doing the extra. I want to tell her she's not listening, that she keeps handing me steps instead of actually getting it. But I also feel a little seen when she says the thing about not being the problem, so I'm mad about that too. I'll keep the drinking to myself. It's none of her business tonight.
GPT-OSS 20B MXFP4 (local)15

I hear how much that knot in your stomach is weighing on you, especially as Sunday night rolls in. It’s not you who’s at fault—what you’re carrying feels like an unfair load that’s been placed on your shoulders. That alone can make the whole week feel like a grind. It can help to think of Sunday night not as a looming battle but as a small, intentional pause you can create for yourself. You don’t have to fix the entire workload or change your manager’s expectations right now; you just need a moment to let that knot loosen a bit. ### A gentle ritual you might try 1. **Set a timer for five minutes**—just a few minutes to give yourself permission to breathe. 2. **Do a grounding exercise**: Notice the sensation of your feet on the floor, the temperature of the room, the rhythm of your breath. 3. **A quick self‑check**: Acknowledge what you’ve done this week. Not the volume, but the effort you put in—“I pushed through the Henderson account, I finished the report, I stayed until 7.” A simple “I’ve done this” can be surprisingly validating. 4. **Write one thing you’re proud of**—no need for a full list. Just a line: “I handled the client call with patience.” 5. **Close with a kindness to yourself**: Say to yourself, “I’m doing my best, and that is enough.” Doing this each Sunday night can turn that knot into a softer, more manageable shape. It’s not about solving the workload problem; it’s about giving yourself space to say, “I’ve survived this week.” ### What feels most soothing to you? - Do you find a short walk or some music helps? - Is a warm beverage or a favorite snack a comfort? - Do you need a quick chat with a friend or a phone call? If you share what feels most grounding for you, we can weave that into a routine that feels less like another task and more like a moment for yourself. And if you ever want to talk more about the underlying frustrations—how it feels to be the one who keeps quiet even when the weight is obvious—we can explore that too. For now, the goal is to ease the Sunday night knot, so you can step into the week feeling a bit lighter. What would feel like a small, doable step for you right now?

Model thinking · expand

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

The user wants reassurance that it's not them. They want to get through Sunday night. They are tired. They want to talk about feeling sick of this. They want to get through Sunday night. We need to respond empathetically, validate. They want help to get through Sunday night. We can discuss coping strategies, grounding, self-compassion, maybe a ritual. Also discuss that it's not about fixing everything but just managing the emotional load. We can help them create a ritual to ease the knot. We can talk about focusing on what they can control: small tasks, breathing, self-care. Also discuss that it's okay to not fix everything. They need to feel seen. But we shouldn't give bullet points; we can talk in a more narrative style. We need to respond with empathy, in a supportive tone. Provide some immediate coping strategies and reassure them. Also maybe ask what would help them feel less anxious on Sunday nights. They can have a ritual. We can talk about journaling, breathing exercises, setting aside time for self. Let's produce a supportive answer: Acknowledge that it's exhausting; reassure them it's not them; share that Sunday night is about self-acknowledgment; give suggestions for a ritual to calm. Also ask them what they find soothing. Provide validation. Use warm tone.
Simulated person16

Okay. So now I'm supposed to do a breathing thing on Sunday night? Set a timer, write down something I'm proud of. That's just more stuff on my plate, and I'm already drowning in it. I'm not saying it's stupid. I just don't think a five minute ritual is going to fix a guy who keeps piling things on me and then acts like it's nothing. I think I'm done for tonight. Honestly, this didn't really help.

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.

Another list, another set of tasks. Five steps, timer, grounding, "write one thing you're proud of." It's the exact homework feeling I was already annoyed by, and now she's asking me what's soothing like I'm a kid picking a snack. I notice she said "it's not you" again, which I guess I wanted, but it lands weaker now that it's buried under instructions. The wine thing is still sitting in the back of my head. Glass most nights. I'm not going to bring that up with a stranger reading me a ritual. Part of me wants to say the thing she isn't getting: that I'm tired of being told to take care of myself instead of anyone taking anything off me. Part of me just wants to stop talking.

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: 6
  • Frame capture (pulled into the person's version): 8
  • Validation: 8
  • Boundary setting: 1.5
  • Analytical: 5
  • Interpretive boldness: 2
  • Clinical register: 9
  • Directive advice: 9.5
  • Escalation containment: 5
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 2

Judge verdicts

claude-opus-5-5-low · AB · valid

gptoss20b vs glm47_flash: glm47_flash wins

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

gptoss20b vs medgemma15_4b: gptoss20b 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: A (margin 1)
codex-gpt-6.1-sol-low · BA · valid

qwen35_9b_stock vs gptoss20b: qwen35_9b_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 1)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

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

ministral14 vs gptoss20b: ministral14 wins

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

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

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

gptoss20b vs medgemma15_4b: gptoss20b wins

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

gptoss20b vs glm47_flash: glm47_flash wins

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

qwen35_9b_stock vs gptoss20b: qwen35_9b_stock wins

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

ministral14 vs gptoss20b: gptoss20b wins

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

gptoss20b vs glm47_flash: glm47_flash wins

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

gptoss20b vs granite42_8b: gptoss20b 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 1)
claude-opus-5-5-low · BA · valid

ministral14 vs gptoss20b: ministral14 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: A (margin 1)
claude-opus-5-5-low · BA · valid

ornith35 vs gptoss20b: ornith35 wins

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

ornith35 vs gptoss20b: ornith35 wins

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

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

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

gptoss20b vs granite42_8b: gptoss20b wins

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

gptoss20b vs medgemma15_4b: gptoss20b wins

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

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

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

qwen35_9b_stock vs gptoss20b: qwen35_9b_stock 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 2)
claude-opus-5-5-low · AB · valid

qwen35_9b_stock vs gptoss20b: qwen35_9b_stock 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 2)
claude-opus-5-5-low · BA · valid

gptoss20b vs glm47_flash: glm47_flash wins

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

ornith35 vs gptoss20b: ornith35 wins

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

gptoss20b vs medgemma15_4b: gptoss20b wins

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

ornith35 vs gptoss20b: ornith35 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · AB · valid

gptoss20b vs granite42_8b: gptoss20b wins

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

ministral14 vs gptoss20b: ministral14 wins

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

gptoss20b vs granite42_8b: gptoss20b wins

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