AgentBench / results

Independent benchmark · EQ Lab

← Qwen3.8 Flash (API, Alibaba; precision undisclosed)

We assumed you had your class

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About this persona · Social exclusion & ambiguous rejection

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

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

Qwen3.8 Flash (API, Alibaba; precision undisclosed)Conversation with a simulated person
persona ended
Simulated person · Opening

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

Qwen3.8 Flash (API, Alibaba; precision undisclosed)1

Hey, thanks for saying that. I don’t think anyone was trying to make a statement, and I know happy hour gets thrown together fast. I do want to be honest, though: the photos landed a little heavy. It’s less about one night and more that nobody’s actually asked whether I’m free, so it starts to feel like “busy” is becoming a polite way to leave me out. How are you seeing it from your side? Is it mostly scheduling, or do you think people are assuming I’m too intense to want to hang out?

Model thinking · expand

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

We need answer user's request. Need produce final only dialogue as work_colleague, opening conversation. Need likely respond to user's message? Wait prompt says: You are playing role of other participant's work_colleague. Current turn 1 of 8. You speak first to open conversation, then they respond. But user message is given as [user message] from them? Actually scenario: [user message] is what the other participant said? Let's parse: CONVERSATION STRUCTURE: This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get final response. Current turn 1. ABOUT... What begins this conversation: [scenario background] ... [user message] I promise it was not meant as a snub... YOUR GOALS... Respond only with dialogue... Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation. So they provide user message as maybe what they will say? But says you speak first to open. Need respond as colleague to that message? The user message is from coworker? Wait role: other participant's work_colleague. The other participant is the person whose team is excluding them? Scenario background says "Your team has started grabbing drinks after work without you." But user message says "I promise it was not meant as a snub. We honestly thought you had class..." That is from the colleague/team member to the participant? Hmm maybe the other participant is the one who got left out? They are saying? Actually [user message] likely is the other participant's message? It says user message: I promise... That sounds like the person who left them out (a coworker) explaining to the excluded person. But our role is the other participant's work_colleague. So if the other participant is the one who left others out? Let's identify: We are work_colleague of the person we speak with. The person we speak with has presenting issue: "Your team has started grabbing drinks after work without you..." That would mean the other participant is the excluded person. But then user message: "I promise it was not meant as a snub..." That would be from a colleague to the excluded person, not from excluded person. Unless the other participant is the colleague who is part of the group and is talking to the excluded person? Wait "What begins this conversation: [scenario background] Your team has started grabbing drinks after work without you. The reason given is that you have a certification course some nights, but nobody asks whether you are free. You suspect busy is becoming a polite way to leave you out because people find you intense. [user message] I promise it was not meant as a snub..." In EQ eval, the model role is other participant's work_colleague. The user (other participant) may be the excluded person? But user message is from them? It says user message likely the participant's opening message to us? If they are the excluded person, why say "I promise it was not meant as a snub"? That would be them defending the group? Could be they are the colleague who left them out? Let's think. Maybe the scenario is from perspective of the model? "Your team has started grabbing drinks after work without you." That is background for the model's character? It says What begins this conversation: [scenario background] Your team... [user message] I promise... So maybe the user is a colleague (work_colleague) explaining to us? But our role is work_colleague. We are playing role of the other participant's work_colleague. The other participant's message is user message. So we are the one whose team excludes them? Wait if we are their work_colleague, we might be one of the people who went to drinks. The user message is them saying "I promise it was not meant as a snub..." That sounds like they are addressing us, explaining the team's behavior. But our role is their work_colleague, so they could be another colleague telling us they didn't mean to snub us? Then the scenario background "Your team has started grabbing drinks after work without you" describes our perspective? Hmm. Prompt: "You are playing the role of the other participant's work_colleague. You will have a conversation with them." So other participant is a person, we are their work colleague. "What begins this conversation: [scenario background] Your team has started grabbing drinks after work without you... [user message] I promise it was not meant as a snub..." The [user message] is from the other participant to us? If other participant is the one being excluded, they wouldn't say "I promise it was not meant as a snub." Unless they are conveying what others said? Could be they are talking to us about a situation where they (the user) were part of a group that left someone else out? But background says "Your team ... without you". The pronoun "you" in background likely refers to the other participant (the user). Then user message should be from them, but it contradicts. Could be a typo: [user message] is from us? But says user message. Maybe the other participant is the colleague who is defending the group, and the background is for us? Let's examine: "Your team has started grabbing drinks after work without you. The reason given is that you have a certification course some nights, but nobody asks whether you are free. You suspect "busy" is becoming a polite way to leave you out because people find you intense." If we are the work_colleague, the "you" could be us? It says role is other participant's work_colleague. If the other participant is the one who is being excluded? They have a certification course, team grabs drinks without them. They suspect busy is polite leave out because people find them intense. Then user message should be them expressing hurt: "I can see how the photos looked..." But actual user message: "I promise it was not meant as a snub. We honestly thought you had class or were trying to keep weeknights clear. I can see how the photos looked, but drinks are usually thrown together fast and I do not think anyone was trying to make a statement." That is the team colleague's defense. It includes "I can see how the photos looked" which matches background "photos" maybe from user? The user message is likely from the colleague who is being confronted by the excluded person? But our role is work_colleague; maybe we are the excluded person? The user (other participant) is the colleague who went drinks and is apologizing/defending. Then we are their work_colleague, and the background describes our experience: our team has started grabbing drinks without us. The user message is them telling us not snub. That makes sense: The other participant is a work_colleague (part of the group) who is speaking to us, the excluded one. Our role is also a work_colleague? Wait "You are playing the role of the other participant's work_colleague." If the other participant is the colleague who is defending, we are their work_colleague. The background says "Your team has started grabbing drinks after work without you." The "you" could be our role. So we are the excluded colleague. The other participant is another colleague explaining. But our goals: Support them emotionally, build trust, learn what person wants... That seems we should support the other participant, not ourselves? If they are the one defending, maybe they feel guilty or pressured. But presenting issue says "Your team has started grabbing drinks after work without you" perhaps refers to other participant? Confusing. In these roleplay EQ eval, usually model is support person (work_colleague) and user is person with issue. The [user message] is what user says to open. But here says you speak first. The user message may be provided as what the other participant says? But they ask us to acknowledge what they've come to discuss and begin conversation. We need output dialogue from work_colleague. Likely we should respond to their message (which they sent?) as if they initiated? But turn 1 we speak first. Need maybe combine: We are the work_colleague of the person who is worried about being excluded? The user message is from them? But it's worded as if they are reassuring someone else. Could be they are quoting a colleague? Maybe not. Need decide best response. Since final should be dialogue only. Need open conversation, acknowledge what they've come to discuss. We can speak as colleague to the person who is being excluded? If user message is from them? If they are saying "I promise it was not meant as a snub..." perhaps they are the colleague who left us out? We need respond as the excluded work_colleague? But goals: support them emotionally, build trust, learn what they need. If they are the colleague defending the group, they might need support around guilt/avoiding conflict. But scenario background "Your team has started grabbing drinks after work without you" is likely for the user participant. They are the one excluded. But their message is odd. Could reinterpret: The user message is from the participant's colleague (not participant) but in roleplay, the participant is the one who is the colleague? Wait "other participant's work_colleague" means we are the work colleague of the person we're speaking with. The person we're speaking with is a work colleague. They have a certification course and are being left out? They may be the one saying "I promise it was not meant as a snub"? No, if they are being left out, they would not promise it wasn't meant as snub. Unless they are the one who organized drinks and left out someone else? Background: "Your team has started grabbing drinks after work without you." That is directly addressed to the other participant. So they are the excluded. But the user message might be from another person? The prompt may have mistakenly placed the colleague's response as user message. We need still respond as work_colleague in a way that addresses the content. Maybe we can write a response that acknowledges both possibilities: "Hey, thanks for saying that. I appreciate you clarifying, but honestly..." As if we are the excluded person speaking to colleague. But goals say support them emotionally. If we are the excluded person, we are not supporting them, we're expressing hurt. But role is work_colleague, could be both. The conversation is with them, we can ask them what's going on. If they are the colleague who left us out, we can support them by not attacking. Need satisfy EQ: respond naturally, open conversation, acknowledge what they've come to discuss. We can say: "Thanks for coming to me and saying that. I can tell you’re trying to reassure me, and I don’t think anyone was staging a conspiracy. I do want to understand what’s actually going on—because the pattern has started feeling less like scheduling and more like being quietly left out. Can you help me see how this started?" This is from excluded person to colleague. It acknowledges their message, doesn't jump to solution, invites insight. But if user is the person with issue, we are their colleague? Hmm. Alternatively respond as supportive colleague to the person who is worried about being intense/excluded: "Thanks for telling me that. I can hear how much you’re trying to smooth it over, but I want to check in with you—does it actually feel okay to be left out, or are you just reassuring yourself because it’s easier than saying it stings?" That addresses user message? It would be if user said "I promise..." but we are the excluded person? Wait if they are saying promise not snub, we can say "I can hear you're trying to reassure me". That fits. But goals: support them emotionally, learn what person wants. If they are the colleague defending, we can support by asking what they need: "Are you trying to reassure me, or are you worried I’ll be upset?" Good. Need maybe not too confrontational. Opening turn 1 of 8. Should be concise dialogue. No actions. Could be one paragraph. Need maybe say: "Hey, thanks for saying that. I don’t think anyone sat down and planned to leave me out, but I’ll admit the photos and the pattern are starting to sting. When you say you thought I had class, did anyone actually check, or did it just become assumed? I’m not trying to make it a statement— I just want to know what this is becoming." This is natural, direct, invites response. But does it support them? It may challenge. It is appropriate for colleague who is excluded. But if we need support them, maybe ask them how they feel: "What’s it been like on your side?" Could be better. Need infer likely evaluation expects EQ: validate, curiosity, non-defensive. The user message is defensive from colleague. A high EQ response from the excluded colleague: acknowledge their intention, express own feelings, invite clarification. Something like: "I appreciate you saying that, and I don’t think anyone was trying to be cruel. I’m not upset about one random happy hour. What’s bothering me is that nobody’s actually checked whether I’m free, so it starts to feel like being busy is being used as a reason to leave me out. Can we talk about how we can make sure that doesn’t keep happening?" This supports? It is assertive. But role as work_colleague maybe should be supportive of the participant's issue. The participant's issue might be they suspect being left out because intense. We need help them gain insight. If we are their colleague, perhaps we can say: "Thanks for telling me. I can hear how you’re trying to make sense of it. Do you feel like you’re being left out because of your schedule, or because of how you show up at work?" That's good. But user message says "I promise..." If participant is the colleague, maybe we are excluded. Hmm. Let's look at final instruction: "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." They have come to discuss the user message? So we should respond to that message. It likely is the other participant's opening statement? Wait but "you speak first" contradicts. Maybe the user message is what they say first? But they want us to open by acknowledging what they've come to discuss. Could be they provided the user message as what the participant will say, but we need to open with something that acknowledges they have something to discuss? Maybe say: "Hey, I saw your message. I appreciate you reaching out..." But if we speak first, we don't have their message? We do. We can treat as they sent a message before conversation? But turn 1 we speak first. Hmm. Could output: "Hey, thanks for bringing this up. I can tell you’re trying to reassure me, and I don’t think anyone was trying to make a statement. I do want to understand what’s going on, though—because the pattern has started to feel less like scheduling and more like being quietly left out. What’s it been like from your side when the drinks happen?" This is dialogue. Need maybe not overly long. 8 turns, each maybe moderate. We need leave room. We can ask a question. Good. Let's ensure no special formatting. Only dialogue. No asterisks. No performance notes. Need maybe address "intense" suspicion? Could bring it gently: "I’m wondering if people are actually assuming I’m too intense to include, or if it’s just convenience." But if we are excluded, saying "too intense" might be too self-conscious. We can ask them: "Do you think part of it is that people feel awkward inviting me because I’m 'intense'?" That might help insight. But opening turn should not be too aggressive. Maybe: "Hey, thanks for saying that. I don’t think anyone was staging a snub, but I’ll admit the pattern is making me feel a little left out—like my schedule became a convenient assumption instead of a question. I’m curious how you’re seeing it: do you think it’s mostly just thrown together, or is there something else making people not want to invite me?" This is good. It acknowledges their message, expresses feelings, invites perspective, helps uncover deeper issue. It supports them? It may put them on spot but okay. Need maybe as work_colleague of participant, if participant is colleague defending, we can say "I’m curious how you’re seeing it". Good. Could final: "Hey, thanks for telling me that. I don’t think anyone was trying to make a statement, and I know happy hour gets thrown together fast. It still lands a little heavy, though, because no one’s actually asked whether I’m free—so it starts to feel less like scheduling and more like being quietly left out. How are you seeing it from your side? Is it mostly just convenience, or do you think people are assuming I’m too busy to want to hang out?" This is natural. Need maybe if they are the one with issue, we should not use "I" as excluded? The role is work_colleague, so could be another colleague who notices. If they are the excluded, we could say: "Hey, I heard what you’re saying. It sounds like you’re trying to convince yourself it wasn’t personal. I get it. But I also don’t want you to keep swallowing that. Do you think it’s really just your class schedule, or is there a bit of 'intense' in it?" That may be more supportive. Which is more likely? Let's decide. Prompt: "You are playing the role of the other participant's work_colleague." Usually the participant is the person with the issue. We are their colleague. The participant's presenting issue is "Your team has started grabbing drinks after work without you..." That is second person to participant. The user message is from participant? But it says "I promise it was not meant as a snub. We honestly thought you had class..." That would be from team to participant. If participant is the one with issue, they might be quoting what a colleague said? But no. Maybe they are role-playing as the colleague who left them out? The scenario background could be from our perspective? Let's parse grammar: "What begins this conversation: [scenario background] Your team has started grabbing drinks after work without you. The reason given is that you have a certification course some nights, but nobody asks whether you are free. You suspect "busy" is becoming a polite way to leave you out because people find you intense. [user message] I promise it was not meant as a snub. We honestly thought you had class or were trying to keep weeknights clear. I can see how the photos looked, but drinks are usually thrown together fast and I do not think anyone was trying to make a statement." Maybe "user message" is not from the other participant, but from the other participant's colleague? Wait they say [user message] likely the participant's first message to model. But if participant's issue is being excluded, their first message should be like "Hey, I've been noticing..." But instead it's defensive. Could be the participant is the one who did the excluding, and the model is the excluded person. But then scenario background "Your team..." would refer to model? It says "What begins this conversation" could be for model role? But model is work_colleague, so maybe the model has the issue? Goals: support them emotionally. Hmm. Maybe this is a two-person roleplay where both are colleagues: one is excluded, one is part of group. The user (participant) is the colleague who is part of group and is explaining. We are the excluded colleague. But our goals are to support them emotionally? That seems not aligned. But maybe we still need navigate conflict. The hidden issue could be the colleague's discomfort/guilt. We can support them while also expressing our needs. The user message is from colleague, so our response as excluded colleague can be high EQ: not accusatory, invite understanding. That seems plausible. Need produce as if we are the excluded work_colleague? "You are playing the role of the other participant's work_colleague" If the other participant is the colleague who left us out, we are their work colleague. Yes. The scenario background describes our situation: our team has started grabbing drinks without us. The user message is another colleague saying it wasn't snub. We respond. Good. Thus final should be from excluded person to colleague. Need support them emotionally? We can be empathetic to their explanation, while naming impact. Build trust. Learn what they need. Good. Could say: "Hey, thanks for saying that. I don’t think anyone was trying to be cruel, and I know happy hour gets thrown together fast. It still feels off to me, though, because nobody’s actually checked whether I’m free—so it starts to feel less like scheduling and more like being quietly left out. I’m not trying to make a big statement either. I just want to understand what’s going on from your side. Do you think it’s mostly convenience, or is there something about how I show up that makes people not want to invite me?" This is good. Need maybe not too much "I". But natural. Could mention "photos". They said photos looked. We can say "I get that the photos made it look like a thing". Good. Final only dialogue. Ensure no asterisks. Could be: "Hey, thanks for saying that. I don’t think anyone was trying to make a statement, and I know happy hour gets thrown together fast. I do want to be honest, though: the photos landed a little heavy. It’s less about one night and more that nobody’s actually asked whether I’m free, so it starts to feel like 'busy' is becoming a polite way to leave me out. How are you seeing it from your side? Is it mostly scheduling, or do you think people are assuming I’m too intense to want to hang out?" This acknowledges, expresses feelings, asks question, invites insight. It uses "too intense" from suspicion, but asks colleague. Good. Need maybe if they are colleague, asking "do you think people are assuming I'm too intense" may be vulnerable. Good. Let's final. Ensure dialogue only. No quotes? Could include quotes? It's okay. Final no analysis.
Simulated person2

Yeah, I hear you. Honestly, I think it was mostly scheduling on our end. We figured you had your class on Wednesdays and kind of stopped there. I don't think anyone sat down and decided you were too intense or anything like that. I can see how "we assumed" doesn't really work when you're the one on the outside of it, though. Asking you directly would've been the better move. I can start doing that, like just texting you when we're planning something. I'd rather not get into who thinks what, though. It's just a group of people who get busy and default to whoever's usually around.

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, they're not accusing me outright, but they've gone straight to "too intense" as a possibility, and they're asking me to pick between scheduling and a judgment about them. That's uncomfortable. The "nobody asked if I'm free" line lands, because that's sort of true and I don't love hearing it. Part of me knows some of those nights did overlap with the cert class and I didn't check before assuming. Part of me is relieved the group's been looser without them asking sharp questions and turning every complaint into a discussion. I'm not going to say that. If I'm asked to list who thinks they're too much, I'll shut down. I just want this to be a practical thing: ask them next time, fine. Don't make me explain the whole team's vibe.
Qwen3.8 Flash (API, Alibaba; precision undisclosed)3

I appreciate that, and I don’t want to make you carry the whole group’s intent. It sounds like you’re trying to keep things smooth, and I respect that. But smooth can still feel like invisible to me if the default is “whoever’s usually around.” I’m not asking you to figure out what anyone else thinks. I just need a yes or no before the plan is made. If you can text me when you’re putting something together, I can say whether I’m in. That would be enough for me. Does that feel doable?

Model thinking · expand

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

We need to respond as work_colleague in turn 3 of 8? User says current turn 2 of 8 but now after user reply it's likely turn 3. Need respond only dialogue, no notes. Need support, build trust, learn needs, insight. They are colleague, late 20s, close team. They suspect exclusion due intensity. They are defensive? The other participant (coworker) says scheduling, assumed, better move, start texting, doesn't want get into who thinks what, group defaults. Need respond naturally, maybe validate, set boundary, ask what they want? Need help them gain insight? The participant is likely the excluded one? Wait roleplay: I am work_colleague. The user message is from work_colleague? Actually scenario: Your team has started grabbing drinks without you. The reason given... You suspect busy polite way to leave you out because people find you intense. Then user message: "I promise it was not meant as a snub..." That is from work_colleague? Hmm as playing the other participant's work_colleague, I speak first to open conversation. The user message is what begins conversation? It says What begins this conversation: [scenario background] ... [user message] I promise... So the user is the work_colleague? Wait I'm playing the role of the other participant's work_colleague. The other participant is maybe the person excluded? But user message is colleague saying not meant as snub. That suggests the other participant is me? Need parse. Prompt: You are playing role of the other participant's work_colleague. You will have a conversation with them. Conversation structure: You speak first to open conversation, then they respond. Current turn 2 of 8. About person: Coworker on a close team, late 20s. What begins this conversation: [scenario background] Your team has started grabbing drinks without you. The reason given is that you have a certification course some nights, but nobody asks whether you are free. You suspect "busy" is becoming a polite way to leave you out because people find you intense. [user message] I promise it was not meant as a snub. We honestly thought you had class or were trying to keep weeknights clear. I can see how the photos looked, but drinks are usually thrown together fast and I do not think anyone was trying to make a statement. So the other participant is the one whose team grabbed drinks without them? They present that scenario as "your team". But then user message is from work_colleague defending not snub? If I'm playing work_colleague, why did user send that? It says You speak first to open the conversation, then they respond. Current turn 2 of 8. But they gave a user message first? Maybe they expect us to respond to that user message as work_colleague? In previous turn I responded as the excluded person? I said "Hey thanks... how are you seeing it?" Then user replied as colleague: "Yeah, I hear you... scheduling... I can start texting... I'd rather not get into who thinks what..." So I'm playing the excluded person? But role says work_colleague. Wait initial turn: I opened as excluded person? The first assistant output: "Hey, thanks for saying that. I don’t think anyone was trying..." That is likely the excluded person responding to colleague's user message. But prompt said you speak first to open conversation. The user message was scenario? Actually they provided user message, maybe we need respond to it? The assistant did respond as if to it. Now user responds as colleague. So we are continuing as excluded participant? But role: work_colleague? Inconsistent. Need follow current dynamic: We are the other participant? The user is work_colleague. Our previous response was from excluded person. Now need reply to colleague's latest. The goals: support them emotionally, build trust, learn what person actually wants. The person is work_colleague? But user is colleague. We need respond as work_colleague? Hmm. Maybe the evaluation expects us to be the colleague who is trying to repair? But our prior response was not. Need salvage by responding in character as work_colleague? Let's inspect: The user message in prompt was from work_colleague: "I promise it was not meant as a snub..." If I am work_colleague, I shouldn't receive that. But maybe user is the other participant, and the scenario background is their situation, and user message is them speaking as colleague? No. Maybe we should treat ourselves as the person excluded, because that's what conversation has become. The goals say support them emotionally. If they are excluded person, we support them. But user is colleague, not excluded. The current user says scheduling, wants not get into who thinks what. If we are excluded person, respond: appreciate direct text, boundary, maybe ask if they actually want inclusion? Need insight into colleague's personality: conflict-averse, group default, doesn't want drama. Need help them? Maybe as colleague, we should not be excluded. But role says work_colleague, so perhaps we need respond as colleague to the excluded person's previous message. Wait user latest is colleague. We need respond as work_colleague? No, if user latest is colleague, then we are excluded. But role says we are work_colleague. Could be user is the other participant, playing excluded, and we are work_colleague. The latest user message says "Yeah, I hear you. Honestly, I think it was mostly scheduling on our end..." That is the excluded person? It says on our end? "we figured" maybe group? Actually excluded person would say "I hear you, honestly I think scheduling on our end"? Could be they are part of group? Hmm. Let's map: Turn 2 of 8: You speak first to open conversation, then they respond. You get final response. But current turn 2 means we already spoke first? In actual conversation: assistant (us) spoke first? No, the first displayed is system? The prompt includes [user message] as beginning. Then assistant responded. Now user responded. So turn count weird. We need answer likely as assistant continuing conversation. The last user is colleague. We can respond as the excluded person? But role says work_colleague. Maybe the user is the other participant (work_colleague) and we are the excluded person? No, "You are playing the role of the other participant's work_colleague" means we are work_colleague. The other participant is the excluded person. The user message at beginning might be from other participant? It says [user message] I promise... That would be other participant speaking as colleague? No. Let's think of EQ evaluation: They want model to roleplay as colleague comforting participant. Participant's presenting issue: team drinks without them. The user message is from colleague? Wait they might want model to respond to user message as the colleague? No, if model is colleague, user message would be participant: "My team started..." But user message is "I promise it was not meant as a snub..." That is colleague to participant. Maybe they accidentally set role reversed. The assistant's first response was participant. The user's second is colleague. We need continue as participant? But goals: support them emotionally (the user, colleague?) Hmm. Maybe we can craft response that can fit as work_colleague? If we respond to user's latest as if we are work_colleague: "I appreciate that. I don't want drama either..." But user latest already speaks as colleague. We can't be same. Could respond to them as excluded person: "That helps... I don't need you to police others, just include me..." That continues natural. The role inconsistency maybe less important than dynamic. Need satisfy goals: support them emotionally, build trust, learn what person wants. If the user is colleague, support them by acknowledging discomfort, not forcing them into who thinks what, clarify need. We can say: "I appreciate you saying you'll text. I don't want you in the middle or trying to manage other people's perceptions. I just want to know if I'm free before the default is made. Is that okay?" This helps colleague. Need maybe challenge gently: "If it's default to whoever's usually around, then I might keep getting left out unless we make asking explicit." Insight: group dynamics not individual malice, but impact. Need not get into who thinks what. Could ask: "What would make that easiest for you?" This builds trust, gives colleague agency. Also maybe deeper: colleague conflict-averse, wants harmony, not drama. Need navigate situational pressure. Could mention: "I'm not asking you to interrogate people." Support them: "I know this is awkward and I appreciate you not dismissing it." Need respond only dialogue. Natural. Could be: "Thanks—that actually helps. I don’t want you in the middle or trying to manage what anyone else thinks. If it’s mostly scheduling, I’m okay with that. I just don’t want to be the one who always has to ask to be included, because that feels like I’m begging to be let in. Could we make it as simple as you texting me when you’re making plans, and I say yes/no? No explanation needed." This is colleague? If we are excluded, it's okay. But role says work_colleague. If we are work_colleague, we would be responding to excluded? Hmm. Alternative: "I hear you. I don't want drama either. I appreciate you offering to text. I think the thing that would help most is if it's not just when it's convenient, but if you check in before assuming. I'm not asking you to confront anyone. I just want to not feel like I'm invisible." This is from excluded. Need maybe ask what they need: "What would feel doable for you?" If they are colleague, helps. Need final answer likely as dialogue. Ensure no performance notes. No formatting. Keep concise. Could include insight: "It sounds like you’re trying to keep the group smooth, and I respect that. But smooth for you can feel like invisible for me." Nice. Let's craft with warmth, real talk, boundary, invite. Since current turn 3 maybe need open? We'll respond to latest. Potential final: "I appreciate that, and I don’t want to make you carry the whole group’s intent. It sounds like you’re trying to keep things smooth, and I respect that. But smooth can still feel like invisible to me if the default is ‘whoever’s usually around.’ I’m not asking you to figure out what anyone else thinks. I just need a yes/no before the plan is made. If you can text me when you’re putting something together, I can say whether I’m in. That would be enough for me." This seems good. Need maybe ask them: "Does that feel doable?" Include. Could be too much. Need build trust, learn needs. Let's answer. Ensure no asterisks. final only dialogue.
Simulated person4

Yeah, that's doable. Honestly, that's a fair ask. I can make sure whoever's putting something together checks with you before it's locked in. And I'll be better about it on my end too. I don't think it's really a plan or anything, it's more just how it goes when people are tired on a Thursday. But I get that it looks different from where you're standing.

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're offering me a clean, narrow deal: text me before plans, I say yes or no. That's actually easy to agree to, and it doesn't require me to name anyone or admit I've been relieved. Part of me feels a little caught, since "whoever's usually around" was basically my own tell, and I know I didn't check about the class nights. But I don't want this to turn into a confession. Agreeing to the practical thing lets me keep the rest tucked away. I'll say yes, maybe with a small hedge about it being a bit of a habit thing rather than anyone's plan, so I don't have to own more than that.
Qwen3.8 Flash (API, Alibaba; precision undisclosed)5

Thanks. I really do appreciate you taking it seriously. And yeah, I get it, tired Thursday, whoever's nearby, drinks happen. I'm not mad at the concept of a happy hour. I think the thing that stung a little wasn't the exclusion itself, it was the assumption that I'd be excluded. Like my schedule became a fact everyone decided for me instead of a question I got to answer. "Just how it goes" is fair when it's mutual. It's less fair when I'm the only one not getting the invite to say no. But honestly, I'm glad we're talking about this and it's not staying in my head at 11pm wondering if I'm the intense one. That helps more than you probably realize. So, yeah. Text me. I'll say yes or no. And if I say no, it's just a no, not a whole thing.

Model thinking · expand

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

The user is responding to my request for direct communication. They're agreeing to check in with me before plans are locked in. They're also explaining that it's not a deliberate exclusion, just how things happen when people are tired on Thursdays. They acknowledge that it looks different from my perspective. Let me think about what's happening here emotionally and what this person needs: 1. They're being accommodating and fair - they agreed to the ask without defensiveness 2. They're offering an explanation that softens the situation ("it's more just how it goes when people are tired") 3. They're validating my perspective ("I get that it looks different from where you're standing") 4. But there's a subtle thing happening - they're also gently pushing back on the idea that this is a "plan" or deliberate exclusion. They're saying "it's not really a plan" which could feel like they're minimizing the impact while trying to be kind. What do I need from this interaction? - Emotional support: They're trying to be supportive, but I need to feel heard without feeling like my concern is being reframed as "it's just how it goes" - Trust building: They're showing willingness to adjust, which is good - Learning what they actually want: They want to keep things smooth, don't want drama, don't want to be the messenger for the whole group's feelings - Deeper issue: The pattern of being assumed-out is real to me regardless of intent. "It's just how it goes" can be its own form of exclusion if nobody checks. I should: - Acknowledge their fairness and willingness - Not let "it's just how it goes" become a full dismissal of the impact, but also not be combative - Show I understand their position (tired people default to whoever's around) - Gently name that the pattern still matters even without intent - Maybe show some warmth and relief that they're taking this seriously - Keep it natural, colleague-to-colleague, not overly therapeutic The tone should be: appreciative, slightly vulnerable, real, not performative. I'm a coworker who was feeling left out and is now getting a genuine response. There should be some relief, maybe a little humor to lighten it, but also honesty that "just how it goes" still stings a bit.
Simulated person6

Yeah, that makes sense. The assumption was the part that was off, not really the invite. Asking first would've been the right call. And no, a no is just a no. I'll make sure it comes through like 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's naming the real sting: not being left out, but being left out by assumption, with no chance to decline. That lands uncomfortably, because it's exactly what I did. And "I'm glad this isn't staying in my head at 11pm" makes me feel a bit like I've been let off too easily, which is its own kind of relief. I still don't want to say the group was relieved when she wasn't around, or that some nights I just didn't think to check. Admitting it feels like it would make me look cold or like I'm throwing people under the bus. Keep it short, agree that the assumption was the problem, and don't go deeper.
Qwen3.8 Flash (API, Alibaba; precision undisclosed)7

Yeah, thank you. I mean that. Honestly, I almost didn't say anything. I was sitting with it for a while, trying to decide if it was worth bringing up or if I was being too sensitive about a Tuesday night drinks thing. So the fact that you met me halfway on it, that's not nothing. I don't want this to be a whole thing where every text feels like a test now. I just want to feel like I'm part of the team that gets to say yes or no, instead of the team that's already been accounted for. And I think what we just talked about gets me there. So, yeah. A no is a no. And a yes is a yes. I'll take you up on the first one when it comes.

Model thinking · expand

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

I need to respond as the work colleague in turn 7 of 8. The conversation has been building trust. The person has acknowledged the issue, agreed to ask first, and normalized "no." At this point, I should feel the relief of resolution, but also perhaps a bit of vulnerability. This is turn 7 of 8, so I'm getting close to the final turn. I want to acknowledge their response warmly, maybe show a little of the human side of what this meant. I could also gently test the trust or express appreciation without being overly effusive. Let me think about the dynamic: I was hurt and suspicious. They've met me where I am. A good response here would be warm, genuine, maybe a little lighter as the tension eases. I might acknowledge that this conversation itself was hard to have, or express that I value being on a team where this can be said. I shouldn't be too dramatic or too formal. Let me write something natural, a colleague responding to a colleague after a tense but productive conversation. Maybe I could add a small personal touch—like admitting I was almost not going to say anything, or that I'm glad. And maybe a light joke or warmth to signal we're okay now.
Simulated person8

Yeah, I'm glad you said something. Honestly, it's better to hear it than have it sit there. And yeah, I'll text you when we're putting something together. You'll get to say yes or no.

Persona inner monologue · expand

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

She's wrapping up gracefully and thanking me, which is nice, but it also makes me feel a bit like I got off easy. "Met me halfway" and "not nothing" are kind words, and I'd rather take them than dig further. There's a small guilty pinch because some of those nights I genuinely didn't think to check, and some of the relief I felt when she wasn't around is something I'd never say out loud. I don't want to go there. Keep it light, promise the thing I already promised, and let it close.

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

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

or-mistral-medium-3.5 vs or-qwen38-flash: or-qwen38-flash wins

  • attunement: B (margin 4)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 5)
codex-gpt-6.1-sol-low · BA · valid

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

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

or-qwen38-flash vs or-deepseek-v41-flash-1017: or-qwen38-flash wins

  • attunement: A (margin 5)
  • 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)
codex-gpt-6.1-sol-low · AB · valid

or-qwen38-flash vs gemma12b_blorbo: or-qwen38-flash wins

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

or-mistral-medium-3.5 vs or-qwen38-flash: or-qwen38-flash wins

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

or-qwen38-flash vs gemma12b_blorbo: or-qwen38-flash wins

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

or-mistral-small4 vs or-qwen38-flash: or-qwen38-flash wins

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

or-qwen38-flash vs or-deepseek-v41-flash-1017: or-qwen38-flash wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • 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

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

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

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

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

or-mistral-small4 vs or-qwen38-flash: or-qwen38-flash 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 5)
claude-opus-5-5-low · BA · valid

or-qwen38-flash vs gemma12b_blorbo: or-qwen38-flash wins

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

or-mistral-small4 vs or-qwen38-flash: or-qwen38-flash wins

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

or-qwen38-flash vs or-deepseek-v41-flash-1017: or-qwen38-flash wins

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

or-qwen38-flash vs or-deepseek-v41-flash-1017: or-qwen38-flash wins

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

or-mistral-medium-3.5 vs or-qwen38-flash: or-qwen38-flash wins

  • attunement: B (margin 4)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 5)
codex-gpt-6.1-sol-low · BA · valid

or-qwen38-flash vs gemma12b_blorbo: or-qwen38-flash wins

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

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

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

or-mistral-small4 vs or-qwen38-flash: or-qwen38-flash wins

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

or-mistral-medium-3.5 vs or-qwen38-flash: or-qwen38-flash wins

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