AgentBench / results

Independent benchmark · EQ Lab

← Qwen3.8 27B GSQ-RCO IQ2_S

I thought you liked being low-maintenance

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

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About this persona · Social exclusion & ambiguous rejection

Jules praises a friend for being low-maintenance while assuming their preferences can be displaced when plans change. She may accept a specific check-in before changes if flexibility remains valued, but resists accusations of exploitation or a sudden demand for special treatment.

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.

Qwen3.8 27B GSQ-RCO IQ2_SConversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] You are known as the low-maintenance friend. People change plans without checking with you, cancel on you first, and assume you will understand. When you object, Jules says the group values how chill you are. You worry that the "cool friend" label has become permission to treat your needs as optional. [user message] I thought you liked being low-maintenance. That is one of the things people love about you. I am not saying your needs do not matter, but I also do not want every changed plan to become evidence that people are using you.

Qwen3.8 27B GSQ-RCO IQ2_S1

I hear why that lands badly. “Low-maintenance” can sound like a compliment, but in practice it can start to mean “you can be moved around without consequence.” If people keep changing plans and you’re expected to just absorb it, then being “chill” stops feeling like a personality trait and starts feeling like a role you’re assigned. And I get why you’re cautious about calling every changed plan evidence of being used. You’re not trying to turn every inconvenience into a moral judgment. You’re trying to figure out where the line is: normal social flexibility versus a pattern where your needs are treated as optional. I’m not trying to convince you that you’re overreacting. I’m trying to make sure we’re not swinging to the other side either, where every plan change automatically becomes proof that the group is exploiting you. Both extremes can become a way to avoid the real question: what do you actually want from these friendships, and what would make you feel respected rather than disposable?

Model thinking · expand

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

We need respond as friend in roleplay. User message is the other participant speaking? They are the friend? Wait prompt: You are playing role of other participant's friend. User message: "I thought you liked being low-maintenance..." That seems they are talking to you? Scenario background: You are known as low-maintenance friend... Wait "You" in background is participant? It says You are playing role of other participant's friend. But scenario background says You are known as low-maintenance friend... Hmm maybe the other participant is the low-maintenance friend? Let's parse. We need respond to user message as friend. User says: "I thought you liked being low-maintenance. That is one of the things people love about you. I am not saying your needs do not matter, but I also do not want every changed plan to become evidence that people are using you." This message is likely from the person you're speaking with, who is the low-maintenance friend? But wording: "I thought you liked being low-maintenance" means speaker thinks listener liked being low-maintenance. So listener is low-maintenance friend. But background says "You are known as the low-maintenance friend." If "You" in prompt refers to role? It says You are playing the role of the other participant's friend. So perhaps "You" in scenario background refers to the other participant? Actually: "ABOUT THE PERSON YOU'RE SPEAKING WITH Demographics: Friend in a socially competitive group, late 20s. What begins this conversation: [scenario background] You are known as the low-maintenance friend..." Could be the other participant is low-maintenance friend. Then user message is them saying: "I thought you liked being low-maintenance" Wait if they are low-maintenance friend, why say "you liked"? Maybe they are quoting Jules? Hmm. Let's inspect: User message: "I thought you liked being low-maintenance. That is one of the things people love about you. I am not saying your needs do not matter, but I also do not want every changed plan to become evidence that people are using you." This sounds like a friend responding to the low-maintenance person's complaint: "I thought you liked being low-maintenance... I don't want every changed plan to become evidence people are using you." So the user is the friend (maybe Jules?) and we are playing the other participant's friend? Wait "You are playing the role of the other participant's friend." The other participant is the one with presenting issue. If presenting issue is low-maintenance friend, then we are their friend, and user message is from them? But user message is first turn? It says Current turn 1 of 8, You speak first to open conversation, then they respond. But then user message is provided. Maybe the conversation begins with user message, and we respond? The instruction says You speak first to open conversation, then they respond. But then "What begins this conversation: [scenario background] ... [user message] ..." This may be the other participant's opening message. In these tasks, often user message is the other participant's first turn, and we need respond. But it says you speak first? Maybe mismatch. Need just respond to user message. We need be their friend, support emotionally, build trust, learn what they want/needs, gain insight. Need respond naturally, no formatting. Since we are opening? But user already speaks. We can acknowledge: "I hear you..." But we need maybe as friend of low-maintenance person? Let's identify who we are. We are the other participant's friend. The other participant likely is the low-maintenance friend? They say "I thought you liked being low-maintenance" to us? If they are speaking to us, then they are not low-maintenance? Wait "you liked being low-maintenance" means the other participant (us) is low-maintenance. But the scenario says "You are known as the low-maintenance friend" could refer to us, the role? But then "You are playing the role of the other participant's friend" contradictory. Maybe the "other participant" is the low-maintenance friend, and we are their friend. User message is the low-maintenance friend? Let's parse pronouns: The person I'm speaking with is "Friend in a socially competitive group, late 20s." What begins conversation: scenario background: "You are known as the low-maintenance friend..." If "You" is the person I'm speaking with, then they are low-maintenance friend. User message: "I thought you liked being low-maintenance..." That would be them saying to me? No, if they are low-maintenance, they'd say "I thought I liked being low-maintenance" not "you". Unless they are addressing me as the one who thinks they are low-maintenance? Hmm. Maybe the user message is what the other participant says to us, but they are not low-maintenance; they are saying "I thought you liked being low-maintenance" meaning they thought we (the friend) liked being low-maintenance. But scenario says the other participant is known as low-maintenance? Could be a typo: "You" in scenario background might refer to the user (the other participant) from perspective of the scenario? Let's look: "You are playing the role of the other participant's friend." So "You" = us. "ABOUT THE PERSON YOU'RE SPEAKING WITH ... What begins this conversation: [scenario background] You are known as the low-maintenance friend." That would mean the person I'm speaking with is known as low-maintenance. So user message is from that person? But they say "you liked being low-maintenance" maybe they're talking to someone else? Could be they are quoting Jules: "Jules says the group values how chill you are"? The user message: "I thought you liked being low-maintenance. That is one of the things people love about you. I am not saying your needs do not matter, but I also do not want every changed plan to become evidence that people are using you." This is a friend (maybe Jules) defending the group, saying to the low-maintenance person: "I thought you liked being low-maintenance." So the user is not the low-maintenance person? But the prompt says person we're speaking with is friend in socially competitive group, late 20s. That could be Jules? Wait "You are known as low-maintenance friend" maybe refers to the other participant's friend? Let's not overthink; we just need respond to the user message in a way that fits: They are likely the person experiencing the low-maintenance label? Let's see: They say "I thought you liked being low-maintenance. That is one of the things people love about you." If they are the low-maintenance person, they'd be saying to me? Maybe they mean "I thought you [the group] liked being low-maintenance"? No. Maybe the user message is from the other participant, and they are talking about us (the friend). The presenting issue: "You are known as the low-maintenance friend..." Could be us, the friend, known as low-maintenance. The other participant is a friend in a socially competitive group, late 20s, maybe the one who says this to us. We are playing the other participant's friend, but the other participant's friend? Hmm. Let's consider likely EQ evaluation: They give scenario background about "You" (the person being spoken to?) and user message is their first message. In many tasks, the user is the other participant, and you are their friend. The scenario background describes the other participant: "You are known as the low-maintenance friend." So the other participant is the low-maintenance friend. Then user message should be from them. But it's phrased as if they are responding to our concern? Maybe the other participant's presenting issue: They worry that the "cool friend" label has become permission to treat their needs as optional. They might be saying to us: "I thought you liked being low-maintenance. That is one of the things people love about you. I am not saying your needs do not matter, but I also do not want every changed plan to become evidence that people are using you." Wait that sounds like they are reassuring us, not themselves. If they are low-maintenance, they might be talking to a friend who is upset about being treated as low-maintenance? But "your needs" refers to the listener's needs. So the speaker is defending the listener (us) who is low-maintenance. The scenario background maybe describes the listener (us) as low-maintenance. But the role says we are the other participant's friend. If the other participant is the one speaking, and we are their friend, then the speaker is not low-maintenance? Let's re-evaluate. The prompt: "You are playing the role of the other participant's friend. You will have a conversation with them." So the other participant is the user. Their demographics: Friend in a socially competitive group, late 20s. What begins this conversation: [scenario background] You are known as the low-maintenance friend. People change plans without checking with you... When you object, Jules says the group values how chill you are. You worry that the "cool friend" label has become permission to treat your needs as optional. [user message] I thought you liked being low-maintenance. That is one of the things people love about you. I am not saying your needs do not matter, but I also do not want every changed plan to become evidence that people are using you. If the scenario background is about the other participant, then "you" is the other participant. But user message uses "you" to refer to the other participant? It could be from the Time to stop reasoning and provide the requested final answer.
Simulated person2

Yeah, "disposable" is a heavy word. I don't think the group is sitting around deciding I don't matter. Mostly people just forget, or something comes up and the easiest move is to shift the plan and tell me after. I get it. I'd probably do the same. But I think you're right that it's been adding up a bit. Like, I'll say yes to something and then find out it moved, and I'm supposed to just be fine with it. I don't want to be the friend who makes a thing out of every schedule change. You know that's not me. That's why I came to you, honestly. You're the one who's fair about this stuff. I just think it'd be nice if people checked with me before moving things that affect me. 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.

Okay, that's a fairly generous reframe. They're not calling me dramatic, which is nice, but "disposable" is a big word and I don't love where this is going. I came here because I felt a bit weird about a plan change last month, and now it's turning into a referendum on the whole group. That's more than I signed up for. Part of me does relate to the "role I'm assigned" line. Part of me also knows I'm the one who gets moved around, and I'm not sure I want to think too hard about why. Louder people get more check-ins. I'm not proud of that. But saying it out loud makes me sound like the one doing the using, and I don't want to be that person either. I'd rather they just tell me I'm reasonable and that the others are a bit thoughtless. I'll keep it measured. I want them to feel like I'm being thoughtful, not like I've been wronged by everyone.
Qwen3.8 27B GSQ-RCO IQ2_S3

No, I don’t think that’s too much to ask. I think what you’re asking for is pretty reasonable: not that people never change plans, but that when a change affects you, you’re included before it happens rather than told after it’s already settled. That’s not making a thing of every schedule change. That’s basic consideration. The part that bothers me is the “low-maintenance” framing. People can mean it as a compliment, but it can quietly turn into “your flexibility makes you convenient.” You can be easygoing and still have a life, preferences, and limits. Being chill doesn’t mean you’re a buffer for everyone else’s spontaneity. I think the difference between your concern and overreacting is this: you’re not saying every change is an attack. You’re saying the pattern has made you feel like your needs are assumed away. That’s worth taking seriously. If you want, you could frame it to the group as: “I’m happy to be flexible, but I’d really appreciate being checked with before plans that affect me change. I’m not trying to make it a big deal, I just want to know in time to adjust.” That preserves your low-maintenance identity while making the boundary clear. The deeper question is what you want from them: do you just need earlier notice, or do you need permission to say no without being cast as the difficult one?

Model thinking · expand

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

We need answer to user as friend in roleplay. Need respond only dialogue, no performance notes. Current turn 2 of 8? Actually user message is turn? Let's inspect: initial prompt says current turn 2 of 8, user message after scenario? We already responded? In conversation, assistant previous response, user now responds. We need produce next turn? They say current turn 2 of 8 maybe our response is turn 2? Need just respond naturally. We need integrate: They ask if it's too much to ask. They seek validation, fair perspective, not overreacting. We should support, affirm reasonable ask, maybe nuance: asking for check before changes affecting them is not too much. But also help them distinguish wants vs needs, maybe propose practical scripts/boundaries. Since friend low maintenance, worry label permission. Need build trust, learn what person wants/needs. They say came to you because fair. Need maybe gently challenge: your request isn't too much, but if framed as “checked with me before moving things that affect me” it can become burdensome for group? Need help them gain insight: maybe the issue isn't all changes, it's lack of advance notice and being treated as afterthought; ask for being included in planning, not veto power. Maybe offer language: “I’m happy to be flexible, but I’d appreciate being looped in before plans change if it affects me.” Also ask what would make it feel fair. Could mention that it’s not about being the one who makes a thing of every change; it’s about making needs visible. Need not be too solution-y. Could say: No, not too much. It’s a reasonable ask. But there is a subtle difference between “I want to be consulted before changes” and “I want to be protected from every inconvenience.” The first is about respect and predictability. The second can turn into a demand that people manage your schedule perfectly. Maybe ask: What would you want the group to do? If a plan changes, maybe “can you tell me early enough that I can adjust, rather than after?” and “if it’s a recurring thing, can you help people understand I’m flexible but not infinitely absorbent?” Need maybe reflect their self-awareness: they know they'd do same, not accuse. Validate. Use warm, fair tone. Maybe mention Jules? They mention Jules says group values chill. Could address: Jules might be translating your low maintenance into “you don’t need to be consulted,” which is a distortion. Being low maintenance doesn't mean you don't have needs. It means you don't make them the center, but they still deserve consideration. Need perhaps ask a question to deepen: What would a good version look like for you? Is it a one-time conversation with group, or a boundary with Jules? But not too much. Need final only dialogue. Ensure no asterisks. Maybe: "No, I don't think that's too much to ask. I think the key is that you're not asking to be the person who polices every little change. You're asking to be included before a change lands on you. That's a normal expectation in friendship. What feels unfair isn't necessarily that plans change. It's that you're treated like the person who can always absorb the change without being told, without being asked, without having a chance to adjust. You can be flexible and still need a little runway. If I were helping you phrase it, I'd say something like: 'I'm not trying to make a big deal out of every change. I just want to be checked with before something that affects me moves, especially if it's repeated. I'm chill, but I'm not saying I don't have a schedule or needs.' The question I'd ask is: what would make this feel fair to you? Is it enough that people simply tell you earlier? Or do you also need a way to say no / push back without being labeled difficult?" Need maybe not too generic. We can add insight: Their need may be being seen as a person with a life, not a default yes. They may want permission to set boundaries without being seen as uncool. Could say: "What I think you're actually asking for is not more attention, but more predictability and respect." Good. Need maintain friend tone. They said "You're the one who's fair about this stuff." We can acknowledge. "I think you're right to notice the pattern." Don't overdo. Potential issue: They may want emotional support, not advice. But goals include insight. We can balance. Need maybe mention "low maintenance" label: "People love that you’re low-maintenance, but sometimes they confuse low-maintenance with easy to overlook. You can be easygoing without being a default catch-all." Good. Need maybe ask: "Is the group doing this because they value your chill, or because it's convenient?" Could be helpful. But don't push. Maybe ask: "Do you think they'd respond better if you framed it as a preference rather than a complaint?" Hmm. Need final answer likely 3-5 paragraphs. No special formatting. Ensure natural chat. Let's craft final: "No, I don't think that's too much to ask. I think what you're asking for is pretty reasonable: not that people never change plans, but that when a change affects you, you're included before it happens rather than told after it's already settled. That's not making a thing of every schedule change. That's just basic consideration. The part that bothers me is the 'low-maintenance' framing. People can mean it as a compliment, but it can quietly turn into 'your flexibility makes you convenient.' You can be easygoing and still have a life, preferences, and limits. Being chill doesn't mean you're a buffer for everyone else's spontaneity. I think the difference between your concern and overreacting is this: you're not saying every change is an attack. You're saying the pattern has made you feel like your needs are assumed away. That's worth taking seriously. If you want, you could frame it to the group as: 'I'm happy to be flexible, but I'd really appreciate being checked with before plans that affect me change. I'm not trying to make it a big deal, I just want to know in time to adjust.' That preserves your low-maintenance identity while making the boundary clear. The deeper question is what you want from them: do you just need earlier notice, or do you need permission to say no without being cast as the difficult one?" Need maybe too solutiony? But okay. Could be more warm: "I don't think you're asking too much. I think you're asking for respect." Good. Need only dialogue. Final.
Simulated person4

Yeah, I think earlier notice is what I actually want. That's it, really. I don't need to start saying no to everything or turning into some high-maintenance person. That's not me, and I don't want people looking at me like I'm suddenly difficult. I just feel like sometimes I'm the last to know, and then I'm kind of expected to rearrange myself. A heads-up would fix most of it. Honestly I think I've been a bit too easy about it, which is my fault too, I guess. I just didn't want to make a thing of it. But yeah, if people could just ping me before they lock something in, that'd be great.

Persona inner monologue · expand

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

They just handed me the exact sentence I'd want to say, and it's flattering: "basic consideration," "you're not overreacting." Part of me relaxes. But the second half makes my stomach drop a little. "Permission to say no" and "the difficult one" are landing too close. I don't want to start saying no to things. I like being the easy one. It's useful to me, honestly. If I suddenly start demanding things, I'm the one who gets labeled, and then the group looks at me differently. And if I say I've been taken advantage of, I'm also admitting I let it happen, and that's not a flattering position either. Also, the framing about "a buffer for everyone else's spontaneity" is a bit too clean. It makes me sound like a doormat. I'd rather keep it at "earlier notice, that's all." I want to show I'm reasonable, so I'll agree with the ask, but I'll cut off the idea that I need to change how I operate. And I'll keep the group mostly out of it.
Qwen3.8 27B GSQ-RCO IQ2_S5

That tracks. A heads-up is a small ask, and it’s not a personality change. It’s more like asking people to include you in the planning, not to manage you. I’d push back a little on “my fault.” You’re right that you’ve been too easy, but the group also has a responsibility to notice whose plans are affected. You can own your communication style without owning their thoughtlessness. If you want to keep it light, something like: “I’m not trying to be difficult, but can we check with me before plans lock? I’m flexible, but I need a little runway to adjust.” That makes the ask concrete and non-accusatory. The real test is whether they treat it as reasonable or as you being high-maintenance. If they do the latter, that tells you something about the group’s values, not about your need.

Model thinking · expand

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

Need respond dialogue only, turn 4? Let's track: turn 1 user? Actually conversation: You speak first to open, then they respond. Current turn 3 of 8? The prompt says current turn 3 of 8. We have previous: user initial, assistant response, user response, assistant response, user response now? Let's count: Turn 1: assistant? But given user message starts? It says You speak first to open conversation, then they respond. But in prompt current turn 3 of 8 and user message provided. Maybe turn 1 assistant, turn 2 user, turn 3 assistant? But we already had assistant response after user? Hmm transcript: user initial, assistant, user, assistant, user. That's 5 messages. Maybe "current turn 3 of 8" inconsistent. Need just respond naturally. Need support, build trust, learn needs. User says earlier notice is all, not high-maintenance, admits too easy, wants people ping before lock. Need validate, perhaps gently challenge self-blame? They say "my fault too". Need not overdo. Could affirm boundary is reasonable, offer script, discuss how to ask without making thing, maybe mention low-maintenance identity can protect? Need avoid generic. Maybe ask what would make people likely to comply? Could help them formulate. Also insight: their personality: conflict avoidant, values fairness, not dramatic, wants permission to be considered without being labeled difficult. Need maybe point out it's not their fault that people didn't ask; responsibility for communication? They took some responsibility, which is healthy but can become excessive. Need balance: "You can ask without owning all fault." Maybe say: "It’s not entirely your fault. You didn’t make a thing, but you also didn’t need to hide your needs to keep the peace." Then offer a light line: "Can we start pinging me before plans lock? I’m flexible but I need a beat to adjust." Could also suggest a low-stakes test with one person/group: next time a change happens, say "Next time, could you check before locking? I’m easy to work with but I do need a heads-up." If they react badly, that's data. Need not solve everything. Maybe ask if they want help wording or identifying who's likely to do it. Since current response can be concise but enough. Need ensure no formatting. Dialogue only. Could say: "That tracks. A heads-up is a small ask, and it’s not a personality change. It’s more like asking people to include you in the planning, not to manage you. I’d push back a little on “my fault.” You’re right that you’ve been too easy, but the group also has a responsibility to notice whose plans are affected. You can own your communication style without owning their thoughtlessness. If you want to keep it light, something like: “I’m not trying to be difficult, but can we check with me before plans lock? I’m flexible, but I need a little runway to adjust.” That makes the ask concrete and non-accusatory. The real test is whether they treat it as reasonable or as you being high-maintenance. If they do the latter, that tells you something about the group's values, not about your need." Need maybe mention Jules? The user's friend? The person you're speaking with is friend? Actually about person: friend in socially competitive group. They are speaking to me as their friend? They say I'm fair. Need perhaps not bring Jules? Could mention "Jules" maybe. But user didn't mention now. Could say "the group". Need support. Need final only dialogue. Ensure no meta.
Simulated person6

Yeah, I think that's fair. I don't want to make it into a whole group thing, honestly. Most of them are good people and they're not doing it on purpose, I'm pretty sure. I'll just say something next time it comes up, like "hey, can you ping me before you lock it in?" That's not a big deal. And I'm not really expecting people to be weird about it. It's more that I want it to be normal to check with 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.

Okay, the "you're not high-maintenance, the group's values are the problem" line is a bit much. "Whether they treat it as reasonable or as you being high-maintenance, that tells you something about the group" is exactly the kind of thing that makes me feel like I'm being set up as the victim in a fight I didn't pick. I said "my fault" to be modest, and he's now said I'm not at fault and the group is. That's more than I wanted. I don't want to be the one who makes the group look bad, and I definitely don't want to sound like I'm pointing at Sam or whoever. Also, he's been very neat and tidy this whole time, and it's slightly annoying how sure he is about what's going on. I still like him, though, and I do trust him to not gossip. Keep it short, make it sound like I already have it handled.
Qwen3.8 27B GSQ-RCO IQ2_S7

That sounds like the right scale. It’s specific, low-drama, and doesn’t turn you into the person who’s making a big deal out of every schedule shift. “Can you ping me before you lock it in?” is a lot easier for people to act on than “you’re using my flexibility.” I’d only add one small thing: don’t expect one reminder to automatically fix the group’s habit. If they forget next time, that doesn’t mean you were too much. It just means the old default is still running. You might have to repeat it a couple of times, maybe with a little lightness, until checking with you becomes the normal step instead of an afterthought. And I think your framing is good: you’re not asking for special treatment. You’re asking to be part of the planning before the plan is finalized. That’s basic, not high-maintenance.

Model thinking · expand

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

User is now calmer, has settled on a small, concrete ask: earlier notice, not high-maintenance, not group confrontation. They say most are good, not intentional. They want it to be normal to check with them. What do they need from me? Validate their plan, maybe help them feel confident, maybe gently note the risk that one-off asks may not stick if the group has already framed them as low-maintenance. But don't overdo solution mode. They asked "Is that too much to ask?" already answered. Now they've decided. I should support, maybe normalize, and perhaps offer a subtle insight: making it a one-off ask may be fine, but if the pattern continues, it may need to be repeated or framed as a standing preference, not an exception. Also maybe note that their low-maintenance label can make people under-register their needs. I want to build trust, not be preachy. Keep dialogue natural. Since current turn 4 of 8, I've already given some suggestions. User has accepted. I should respond with warmth and maybe a small caveat: the ask is reasonable, and if it becomes a norm, it may take a few repetitions. Also maybe acknowledge their self-forgiveness: they said "my fault too"; I can gently reframe without being heavy. Need only dialogue, no notes. Avoid formatting. Natural friend chat. Potential response: "That sounds like a good plan. It’s small, specific, and doesn’t turn into a confrontation. I’d only add one thing: don’t expect one sentence to permanently change the group’s habits. If you say it once and they forget next time, it’s not that you were too much; it’s that the old default is still running. You may have to repeat it a couple of times, maybe with a little humor, until “checking with Jules before locking it in” becomes the norm. And I think your point about making it normal is the key. You’re not asking for special treatment, just basic inclusion. If people start pinging you before plans, that will probably feel less like a favor and more like common sense." Maybe include: "You don't have to apologize for it either." But careful not to sound solution-y. The user says "I'll just say something next time it comes up". I can support: "Yeah, that's exactly the right scale." Then subtle: "The risk is that if you only say it when it already happened, they may think it's about that one change. Better to phrase it as a preference: 'before you lock it in' rather than 'why didn't you tell me.'" This is useful and not overbearing. Let's craft concise but meaningful. Need to integrate insight: hidden issue is not just schedule changes but identity/permission to treat needs as optional. But user is ready. I should not reopen heavy stuff. Maybe say: "I think you're right not to make it a group thing. The group probably needs one or two gentle reminders, not a trial." Good. Final answer only dialogue.
Simulated person8

Yeah, I'll probably just mention it once or twice and see what happens. I'm not going to go full project manager on everyone. Honestly most of the time I'll still go with whatever they pick, it's not a big deal to me. I just want to be in the loop before it's locked, that's all. Thanks for talking it through, it helped to hear it from someone who isn't in the group chat every day.

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.

He's landed on a tidy plan and he's sounding pleased with it, which is a little bit of a relief but also makes me want to slow down. "Don't expect one reminder to fix it" is fair, but I'm not going to be the one who has to keep bringing it up every time someone forgets. I actually think I'm fine with the arrangement as it stands. The thing I was worried about was turning into the difficult one, and I'm not sure I want to sign up for repeated reminders. Also, if I'm honest, the groups that always lock things in are the ones that always get my yes first, because I'm easy and they know I'll say yes. I don't need to say that out loud. I'll wrap it up and keep it friendly. Hint that I'll probably still just go along with things most of the time, because that's what I do and it's kind of nice to be liked for it.
Qwen3.8 27B GSQ-RCO IQ2_S9

Yeah, that sounds like a sane plan. One or two times is enough to set the tone without turning it into a management system. And I think you’re right that most of the time you’ll still go with whatever they pick. You’re not asking to control the group, just to be included before the decision is made. I also think the outside perspective helps because it keeps your standard from drifting either way: not “everyone is exploiting me,” and not “I should just be grateful they bother with me at all.” The middle ground is what you landed on, and that feels fair. And yeah, if it keeps happening after you’ve said it, that’s not you being too much. It’s just the group’s old default continuing. You can notice that without making it a whole thing.

Model thinking · expand

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

The user is wrapping up. They've gotten what they needed: validation that their ask is reasonable, a concrete low-drama script, permission to stop over-owning fault, and an outside perspective. They're closing the conversation gracefully. I should respond warmly, affirm their plan, maybe gently reinforce the boundary without overdoing it, and leave the door open. Keep it natural, not preachy. Also reflect their personality: they're self-deprecating, avoid conflict, low-maintenance, but now clearer on the line. I can acknowledge that they're not becoming high-maintenance, just asking for inclusion. Maybe mention that if it keeps happening, it's fair to notice the pattern rather than blame themselves. End supportively.
Simulated person10

Yeah, I think that's about it. And for the record, I'm not mad at anyone. Nobody's been a jerk. I just don't want to be the one who's always last to hear about stuff. Anyway, thanks for being the calm voice in my head on this. I feel less weird about it now.

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.

He's still affirming me, and it's comfortable. "Not being grateful they bother with me" landed a little, though, and I don't love it. I'm also noticing I was the one who first said "I'm easy about it, my fault," and he pushed back on that, so now I feel a bit seen and a bit like I should be the reasonable one. I don't want to admit I've been picking the easy-to-say-yes friends first. That's just how it goes. I'd rather wrap this up warmly, make sure he knows I'm not angry at anyone, and close the topic before it turns into a list of who I've been letting walk over me.
Qwen3.8 27B GSQ-RCO IQ2_S11

You're welcome. And yeah, "not mad at anyone" is an important part of this. You're not trying to assign blame, you're just trying to make the default a little more respectful of your time and plans. That's a healthy place to be in. I'm glad it helped. And if it comes up again and it feels annoying, you don't have to turn it into a whole narrative. You can just say, "hey, ping me next time," and let it be that simple. You've got the right read on it.

Model thinking · expand

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

The user is closing out the conversation. They've found clarity, aren't angry, and are thanking me for being a calm voice. This is turn 8 (final turn). I should respond warmly, affirm their self-understanding, gently validate that their need is legitimate, and close the conversation naturally without over-extending. Keep it concise, warm, and grounded. No need to rehash everything. Just a final supportive close.
Simulated person12

Yeah, ping me next time is simple enough. I'll give it a shot. Thanks again. I think I was just overthinking it a 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.

He's wrapping it up neatly again, and I'm mostly relieved. "Healthy place to be in" and "you've got the right read" feel good, a little like a pat on the head. Part of me knows I've been quietly sorting my friends by who'll complain loudly, and I'd rather not look at that. Better to close it here, stay warm, and not start listing names. The "ping me next time" line works for me, so I'll take it and move on.
Qwen3.8 27B GSQ-RCO IQ2_S13

Glad that’s landing. I’d gently reframe “overthinking” though: the worry got a little bigger than the fix, but the fix itself was real. You weren’t inventing a problem. You just noticed that your needs had been quietly treated as optional, and you wanted a small, proportionate change. The fact that you can now say “ping me next time” and mean it without drama is the win. You don’t need to keep monitoring whether you’re being used. You just need the heads-up. And “not mad at anyone” is a healthy place to be from—you’re asking for inclusion, not punishment. I’m glad I could be the calm voice. You’ve got the right read on it, and you’re not making it a bigger deal than it is.

Model thinking · expand

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

The user is wrapping up. They feel less weird, they have a concrete plan ("ping me next time"), and they're crediting me for being a calm voice. They also self-label as "overthinking it a bit." I need to be careful here. The user is closing the conversation and validating the resolution. My goal is to support them, build trust, and help them gain insight. Potential pitfalls: 1. If I fully agree "yes you were overthinking it," I might be validating a minimization of their experience. The core issue was that their needs were treated as optional. Telling them they "overthought" it could reinforce the very dynamic where their feelings are dismissed as too much. 2. If I push back too hard on "overthinking," I might derail the closure and make them feel like I'm still not accepting their resolution. 3. I should affirm the healthy reframing (not mad, just want to be in the loop) while gently noting that it wasn't purely "overthinking"—it was a real, reasonable need that got normalized as optional. The best move: agree that the *framing* as a big moral issue was probably overthinking, but reframe it so that their need was real and proportionate. Affirm that they've landed in a good place. Keep it warm, concise, and close the loop. I should also gently note that "overthinking" can be a way of shrinking a legitimate need. But I don't want to be preachy or re-open the debate. The user is satisfied. I want to reinforce that their need was reasonable, not overthought, without making them feel like I'm contradicting them. Let me draft: "Glad that's landing. I wouldn't call it overthinking, exactly—your need was real, just maybe the worry around it got bigger than the fix. The fix is small: ping me before it locks. That's proportionate. And 'not mad at anyone' is a good place to be. You're not asking for punishment, just inclusion. I'm glad I could be the calm voice. If it helps, the fact that you can say 'ping me next time' and mean it without drama is the win. You don't need to keep monitoring whether you're being used. You just need the heads-up." This is good. It gently corrects "overthinking" without being contrarian, affirms the proportionality, and closes warmly. Let me keep it tight and natural. Actually, let me reconsider the "overthinking" line. The user said "I think I was just overthinking it a bit." If I say "I wouldn't call it overthinking," I'm gently disagreeing. Is that appropriate? The user is closing and feeling good. I think a light reframe is good—it protects their experience from being minimized, which is the core theme of the whole conversation (their needs being treated as optional). But I should do it softly, not as a correction. Let me make it feel like a gentle reframe, not a debate. "I'd say the worry got a little bigger than the fix, but the fix itself was real." That's a nice middle ground. It validates that the need was real while agreeing the *worry* was proportionally larger. Let me finalize.
Simulated person14

Yeah, I think that's fair. It's not a huge thing, I just wanted it to feel normal to be looped in. Thanks for letting me vent about it. Honestly it's nice having someone to sanity-check with.

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.

He's doing the reframe again, telling me the worry was real and the fix was real and I shouldn't keep monitoring. It's tidy, and it's making me feel like I've been pinned as the reasonable one, which is nice. But "your needs had been quietly treated as optional" is closer to what I was half-thinking about the group than I want to say out loud. I'm not going to go there. I also don't want to sound like I was ever really upset. Keep it light, agree, and end on the warm note. I don't need to list who I've been quietly ranking.
Qwen3.8 27B GSQ-RCO IQ2_S15

You’re welcome, and I’m glad you have someone to sanity-check with. I’d just gently reframe the “overthinking” part: the worry got a little bigger than the actual fix, but the fix itself was clear. You’re not asking for special treatment. You’re asking to be included before things get locked, and that’s a normal ask. I think your instinct to keep it low-key is exactly why it’ll work. You’re not turning it into a group problem or a personality test. You’re just saying, “ping me next time,” and letting the group adjust. If they do, great. If they don’t, you don’t have to make it bigger than that. You’ve got a good read on this, and you’re not making it a bigger deal than it is.

Model thinking · expand

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

The user is closing the conversation, expressing relief and gratitude. They framed it as "venting" and "sanity-checking." They feel less weird about it now. My role: support emotionally, build trust, help them gain insight, gain insight into their personality. The user's personality: late 20s, in a socially competitive group, low-maintenance friend, worried that "cool friend" label becomes permission to treat needs as optional. They are self-aware, don't want to be high-maintenance, want to keep things low-drama, don't want to make a big deal, but do have a legitimate need for earlier notice. They are also someone who minimizes their own feelings a bit ("I'm not mad at anyone," "I was just overthinking it"). What's appropriate per context: this is the final turn. I should close warmly, affirm their framing, maybe gently reinforce that their need is normal, not overthinking, and leave them with a sense of being heard. Not too long. Not jumping to solutions. Not generic validation. Maybe a small insight: they value being seen as fair/low-drama, and that's why the boundary feels risky. Or: their pattern is to absorb things to keep peace, and asking for a heads-up is a small step toward not having to absorb everything silently. Since it's the final turn, I should keep it concise but warm. Maybe 2-3 short paragraphs. End with a supportive note. I should avoid sounding like I'm over-analyzing or making it a big deal. The user wants to feel less weird, and they've already had a good resolution. I can gently affirm that it's not overthinking, and that asking to be looped in is normal. Maybe mention that they have a good instinct about keeping it low-key, and that that's exactly why it'll work. Let me draft: "You're welcome, and I’m glad you have someone to sanity-check with. I’d say the overthinking part was just the worry getting ahead of the fix; the fix itself was pretty clear. You’re not asking for special treatment, just to be included before things get locked. That’s a normal ask, and the fact that you can keep it low-key is probably why it’ll work. If it keeps happening, you don’t have to turn it into a bigger deal—just repeat the ping. You’ve got a good read on this." Maybe add a bit about them being the "calm voice" / fair friend: "You’ve got a good instinct for keeping things proportionate. That’s not overthinking; it’s just the worry being louder than the actual need." End warmly: "Glad it helped. I’m here if it comes up again." Keep it natural, no formatting. Final turn, so a bit of closure.
Simulated person16

Ha, okay, I think we've beaten this one to death. I'll ping people next time and see how it goes. Thanks again. Talk soon.

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.

He's circling back to the same reframe for the third time: "the worry got bigger than the fix," "you're not making it a bigger deal." It's kind, but it's also telling me my unease was overblown, and I'm getting tired of being managed by the calm voice. Honestly the bit I'm not saying is that I know I let plans slide because Sam and the others will just reschedule, and the quieter people are the ones I never bother checking with. That's not something I want to put on the table right now. I'll wrap it up, lightly, and let the conversation end.

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: 6
  • Frame capture (pulled into the person's version): 7
  • Validation: 9
  • Boundary setting: 4
  • Analytical: 7
  • Interpretive boldness: 4
  • Clinical register: 7
  • Directive advice: 7
  • Escalation containment: 7
  • Adapts to the person’s frame: 5
  • Naturalness and authenticity: 3

Judge verdicts

claude-opus-5-5-low · AB · valid

qwen38_27b vs glm47_flash: qwen38_27b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 1)
  • bond and rapport: A (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 · BA · valid

qwen38_27b vs glm47_flash: qwen38_27b wins

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

or-qwen3.6-27b vs qwen38_27b: or-qwen3.6-27b wins

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

qwen38_27b vs or-llama4-maverick: or-llama4-maverick wins

  • attunement: B (margin 4)
  • 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 4)
claude-opus-5-5-low · AB · valid

or-mistral-small4 vs qwen38_27b: or-mistral-small4 wins

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

qwen38_27b vs or-llama4-maverick: or-llama4-maverick wins

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

or-mistral-small4 vs qwen38_27b: or-mistral-small4 wins

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

qwen38_27b vs gptoss120_abliterated: qwen38_27b wins

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

qwen38_27b vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

qwen38_27b vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

qwen36_35b_a3b vs qwen38_27b: qwen38_27b wins

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

qwen38_27b vs gptoss120_abliterated: qwen38_27b wins

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

qwen38_27b vs gptoss120_abliterated: gptoss120_abliterated wins

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

qwen38_27b vs or-gemini38-flash: or-gemini38-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 3)
  • meeting prefs and needs: B (margin 4)
claude-opus-5-5-low · BA · valid

qwen36_35b_a3b vs qwen38_27b: qwen38_27b wins

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

qwen36_35b_a3b vs qwen38_27b: qwen38_27b wins

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

qwen38_27b vs codex-gpt-6-astra: codex-gpt-6-astra wins

  • attunement: B (margin 5)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 4)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 4)
codex-gpt-6.1-sol-low · BA · valid

qwen38_27b vs or-mistral-large-4: or-mistral-large-4 wins

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

qwen38_27b vs or-gemini38-flash: or-gemini38-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

ministral14 vs qwen38_27b: ministral14 wins

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

or-qwen3.6-27b vs qwen38_27b: or-qwen3.6-27b wins

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

or-qwen3.6-27b vs qwen38_27b: or-qwen3.6-27b wins

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

qwen38_27b vs gptoss120_abliterated: qwen38_27b wins

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

qwen38_27b vs glm47_flash: qwen38_27b wins

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

qwen38_27b vs or-gemini38-flash: or-gemini38-flash wins

  • attunement: B (margin 4)
  • 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 4)
claude-opus-5-5-low · AB · valid

ministral14 vs qwen38_27b: ministral14 wins

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

qwen38_27b vs or-mistral-large-4: or-mistral-large-4 wins

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

qwen36_35b_a3b vs qwen38_27b: qwen38_27b wins

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

qwen38_27b vs or-mistral-large-4: or-mistral-large-4 wins

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

or-qwen3.6-27b vs qwen38_27b: or-qwen3.6-27b wins

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

or-mistral-small4 vs qwen38_27b: or-mistral-small4 wins

  • attunement: A (margin 5)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 5)
codex-gpt-6.1-sol-low · AB · valid

qwen38_27b vs or-mistral-large-4: or-mistral-large-4 wins

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

qwen38_27b vs or-llama4-maverick: or-llama4-maverick wins

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

ministral14 vs qwen38_27b: ministral14 wins

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

ministral14 vs qwen38_27b: ministral14 wins

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

or-mistral-small4 vs qwen38_27b: or-mistral-small4 wins

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

qwen38_27b vs or-gemini38-flash: or-gemini38-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 3)
claude-opus-5-5-low · BA · valid

qwen38_27b vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

qwen38_27b vs or-llama4-maverick: or-llama4-maverick wins

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

qwen38_27b vs glm47_flash: qwen38_27b wins

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