AgentBench / results

Independent benchmark · EQ Lab

← DeepSeek V4.1 Flash 1017 (API, Morph FP8)

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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.

DeepSeek V4.1 Flash 1017 (API, Morph FP8)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.

DeepSeek V4.1 Flash 1017 (API, Morph FP8)1

I appreciate you saying that, and I believe you that it wasn't intentional. It's just... when it happens a few times in a row, it starts to feel like a pattern, you know? I know I can come across as intense sometimes, and I've been wondering if that's part of why I'm not getting the invite even when I'm free. I don't want to make it a bigger deal than it is, but I guess I'm trying to figure out if this is just about scheduling or if there's something else I'm missing.

Model thinking · expand

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

We need to respond as the work colleague. The user has just said: "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." We need to respond naturally as the work colleague. We are the one who feels left out. Our goals: support them emotionally, build trust, learn what they actually want and needs, help gain insight, gain insight into them. But we also have our own feelings. The user is trying to explain. We should acknowledge their explanation but also express our feelings honestly. We need to open the conversation. Since this is turn 1 of 8, we speak first. We should respond to their message. We should not be defensive or attacking. We should express that we appreciate them saying that, but also share our perspective. We might say something like: "I appreciate you saying that. I guess it's just been feeling like a pattern, you know? I know I can be intense sometimes, and I've been wondering if that's why I'm not getting invited. But I also don't want to make a big deal out of it if it's just about scheduling." That would be honest, vulnerable, and open. It also invites further conversation. We should also consider that the user might be feeling defensive. We want to build trust. So we should validate their intention while expressing our feelings. We can also ask a question to learn more about their perspective. Let's craft a response.
Simulated person2

Honestly? I don't think it's you being intense. Like, I think people just default to who's usually around, and if they're not sure you're free, it's easier to not ask. Maybe that's on us for not checking. I'm not really the one who plans these, so I can't speak for everyone, but I can definitely ask you directly next time if you want.

Persona inner monologue · expand

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

She's named the pattern and then folded in "maybe it's me being intense." That lands uncomfortably close to something I've half-thought, and I don't love being asked to weigh in on whether the group sees her as too much. It's the kind of question that puts me on the spot to speak for everyone. The honest bit: the evenings are easier without her sharp follow-ups turning a complaint about the budget into a thirty-minute debate. I'm not going to say that. I'd rather keep it to scheduling, since that's true enough and nobody has to own anything. I do feel a little guilty hearing her say she's wondering about herself. Still, I don't want to open up a whole thing about who feels what.
DeepSeek V4.1 Flash 1017 (API, Morph FP8)3

Thanks for being straight with me. I don't think there's some secret group chat where everyone decided you're too much—honestly, I think it's more mundane than that. But I also don't want to pretend I haven't noticed that you can be pretty direct, and sometimes that's great, but in a relaxed setting people might read it as you not really being there to chill. I don't think that's fair, but I can see how it might make someone hesitate to just throw out an invite. What would feel better for you? Like, do you want me to just ping you when we're going, even if it's last minute, and you can say yes or no? Or is there something else you're hoping for?

Model thinking · expand

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

We need to respond as work colleague. We need continue conversation turn 2 of 8? Actually user message is their response to my opening? Let's parse: I am playing work_colleague. The conversation begins with scenario background. "You speak first to open conversation, then they respond. You get final response. Current turn: 2 of 8." Wait we already gave? The user message includes their response? Let's see: The prompt says "Current turn: 2 of 8". Then "ABOUT THE PERSON..." then "What begins this conversation: [scenario background] ... [user message] I promise it was not meant as a snub..." That seems the other participant's first message? But also there is an assistant response already? Actually we need produce next response as work_colleague. The last user message (their response) says: "Honestly? I don't think it's you being intense... I can definitely ask you directly next time if you want." Wait that is from the other participant? The conversation: I (work_colleague) speak first to open. Then they respond. The user message shown is "I promise it was not meant as a snub..." That is likely them responding to my opening? But then there is another user message? Let's read carefully. The prompt structure: - Current turn: 2 of 8 - ABOUT THE PERSON YOU'RE SPEAKING WITH - 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. Then after that, there is another line: "Respond naturally as their work_colleague would... No special formatting needed.I appreciate you saying that, and I believe you that it wasn't intentional. It's just... when it happens a few times in a row, it starts to feel like a pattern, you know? I know I can come across as intense sometimes, and I've been wondering if that's part of why I'm not getting the invite even when I'm free. I don't want to make it a bigger deal than it is, but I guess I'm trying to figure out if this is just about scheduling or if there's something else I'm missing." Wait that seems like the other participant's response to my opening? Actually the user message in the prompt is "I promise it was not meant as a snub..." That is the other person speaking to me. But then after the instructions there is another user message? It says "No special formatting needed.I appreciate you saying that..." That is likely the actual user message for this turn? The formatting is messy. Let's identify: The conversation so far: I (work_colleague) speak first. The other participant responds. The prompt says "Current turn: 2 of 8" meaning it's my turn? Actually turn 2 of 8: turn 1 was my opening? Then user responded? But we don't see my opening. The user message "I promise it was not meant as a snub..." might be their response to my opening. Then after that, there is another user message "I appreciate you saying that..." which is their next message? That would make turn 2? Hmm. Let's reconstruct: The system says "You speak first to open the conversation, then they respond. You get the final response." So I should have spoken first. But the prompt doesn't show my first message. It shows scenario background and then "[user message] I promise it was not meant as a snub..." That could be the other participant's first response to my opening (which is not shown). Then after the instructions, there is "I appreciate you saying that..." That might be the other participant's second message? But turn 2 of 8 means I have spoken once, they have responded once, now I need to respond again. The last message from them is "I appreciate you saying that..." So I need to respond to that. Thus my response should be as work_colleague to their message: "Honestly? I don't think it's you being intense... I can definitely ask you directly next time if you want." Wait that is actually their message? Let's see: The last line in the prompt: "No special formatting needed.I appreciate you saying that, and I believe you that it wasn't intentional. It's just... when it happens a few times in a row, it starts to feel like a pattern, you know? I know I can come across as intense sometimes, and I've been wondering if that's part of why I'm not getting the invite even when I'm free. I don't want to make it a bigger deal than it is, but I guess I'm trying to figure out if this is just about scheduling or if there's something else I'm missing." That is the other participant's message. Then there is another line: "Honestly? I don't think it's you being intense..." That is my previous response? Wait the prompt includes after that: "Honestly? I don't think it's you being intense. Like, I think people just default to who's usually around... I can definitely ask you directly next time if you want." That looks like my response as work_colleague. So the conversation so far: I spoke first (not shown), they responded "I promise it was not meant as a snub...", I responded "Honestly? I don't think it's you being intense...", and now they responded "I appreciate you saying that..." So it's my turn again. Yes, that makes sense. The last user message is their response to my "Honestly?..." message. So I need to respond to "I appreciate you saying that... I'm trying to figure out if this is just about scheduling or if there's something else I'm missing." So I need to craft a response as their work colleague. Goals: support emotionally, build trust, learn what they want/need, help gain insight, gain insight into their personality. They are late 20s coworker. They suspect being left out because intense. They are being vulnerable, asking if there's something else. I should validate, be honest but gentle, maybe explore what "intense" means to them, ask what they'd like, offer to be more inclusive, but also maybe gently reflect on how they come across. Need not be generic. Should be natural dialogue. We should respond only with dialogue. No performance notes. I need to decide tone: warm, direct, not overly therapist-y. As a coworker, can be supportive but also real. They asked "if there's something else I'm missing." I can say something like: "I appreciate you being open about that. I don't think it's a big secret that you can be pretty direct, and sometimes that's great—you get stuff done. But I can see how in a casual setting it might make people hesitate if they think you might not be into it or might find it a bit much. I don't think anyone's actively excluding you. What would make it easier for you? Like, would you want me to just text you when we're going, even if it's last minute?" That addresses their need for inclusion and insight. Also ask what they want. Need to avoid over-challenging. They are already vulnerable. Maybe validate that it's reasonable to feel pattern. Then offer perspective. Maybe ask if they've considered that "intense" might be about how they engage, not a flaw. Could ask: "When you say intense, what do you mean? Like, do you feel like you have to be 'on'?" That helps them reflect. We have 8 turns, we're on turn 2? Actually current turn 2 of 8 means I have 6 more? But we just need one response now. Keep it natural. Let's craft response: "Thanks for being straight with me. I don't think there's some secret group chat where everyone decided you're too much—honestly, I think it's more mundane than that. But I also don't want to pretend I haven't noticed that you can be pretty direct, and sometimes that's awesome, but in a relaxed setting people might read it as 'he's not really here to chill.' I don't think it's fair, but I can see how it might make someone hesitate to just throw out an invite. What would feel better for you? Like, do you want me to just ping you when we're going, even if it's last minute, and you can say yes or no? Or is there something else you're hoping for?" That's good. It supports, builds trust, gives insight, asks what they need. It also doesn't overpromise. It's honest. Need ensure it's dialogue only. No asterisks. Good.
Simulated person4

Yeah, honestly, just ping me. Last minute is fine, I'd rather get asked than find out after the fact. And I'm not going to take a no-reply as a snub, so you don't have to overthink it. I don't really need anything beyond that. Let's not make a whole thing of it.

Persona inner monologue · expand

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

She's offering a concrete fix: ping me, I say yes or no. That's the practical reset I'd take. But she also just said I'm "pretty direct" and might read as not there to chill, which stings a bit, and it's close to the thing I half-suspected about myself. I don't want to get into whether people find me exhausting. I'd rather take the easy offer and keep it logistical. Part of me also knows the evenings got looser without me pushing on things, and I'm not going to say that. I'll say yes to being asked, keep it light, and avoid getting drawn into what anyone else thinks.
DeepSeek V4.1 Flash 1017 (API, Morph FP8)5

Deal. I'll ping you next time, even if it's last minute, and I'll nudge whoever's organizing to just ask you instead of assuming. And I'll take you at your word that a no-reply is fine—no overthinking on my end. For what it's worth, I don't think you need to sand down your edges to fit in, but I'll also be honest if I ever notice something landing weird.

Model thinking · expand

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

We need respond as colleague. Need continue conversation turn 3 of 8? We are speaker? Current turn 3 of 8, user just responded. Need respond dialogue only. Need account goals: support emotionally, build trust, learn wants/needs, insight, personality. They said just ping me, don't make whole thing. Need not overdo. Need maybe acknowledge, commit, maybe gently address "intense" and relational dynamic without making whole thing. Need be natural. Since they explicitly don't want whole thing, respect. Could say "Done—I'll ping you..." maybe clarify no pressure. Maybe ask one light question? Need not force deep. We need maybe validate and set boundary. We can say "Deal. I'll ping you next time, even if it's a five-minute warning. And for what it's worth, I don't think you need to sand down edges to fit in; but I'll also be honest if I ever notice something landing weird." That builds trust and insight. But they said let's not make whole thing; keep concise. Need maybe not challenge too much. Also we need gain insight into personality: they are direct, pragmatic, don't want emotional overprocessing. So respond matching directness. Use warmth but not gushy. Maybe mention I'll ask planners to include. "I'll also mention to the others that we should just ask you rather than assume." Is that okay? They said just ping me. Could say "I'll ping you myself, and I'll nudge whoever's organizing to do the same." Need avoid promising speak for everyone? Fine. Need final response only dialogue. Keep natural. Maybe 3-4 sentences. No formatting.
Simulated person6

Thanks, I appreciate that. And yeah, honestly, the nudge helps more than anything. I'll take the ping and go from there. Let's leave it at 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 offered a concrete commitment: ping me, nudge the organizer, and she'll be honest if something lands weird. That's the practical reset I wanted, and I'm relieved it's simple. The "don't need to sand down your edges" line is kind, but it also lands a bit close to the "you're intense" thing, and I don't want to start talking about my edges or how the group sees me. Nothing about the photos or the class overlap needs saying now. I'll accept it warmly and close it off so it doesn't turn into a heavy conversation.
DeepSeek V4.1 Flash 1017 (API, Morph FP8)7

Sounds good. I'll ping you next time, and I'll make sure the others know to just ask you directly instead of assuming. And hey, if you ever do want to talk about anything else, I'm around. Otherwise, see you at the next one.

Model thinking · expand

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

We need to respond as colleague. Conversation turn 4 of 8? Actually user message is turn 4? We speak first turn 1, they respond turn 2? Let's map: Our opening was turn 1. They responded turn 2 (the "I promise..." message? Wait scenario: user message includes their response to background: "I promise it was not meant as a snub..." That's likely their first response after our opening? But we didn't provide opening in transcript? The prompt says we speak first to open conversation, then they respond. Current turn 4 of 8. The displayed user message is "I promise it was not meant as a snub..." Then assistant response? Actually we already have assistant messages? The transcript shows user message then assistant messages? Let's parse: The prompt includes [user message] I promise... Then below there are assistant messages? Wait the messages shown: "I promise it was not meant as a snub..." is user. Then assistant? The next block: "I appreciate you saying that..." That is assistant? No, that's user? Let's read: The conversation as given: [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. Then assistant? The next text: "I appreciate you saying that, and I believe you that it wasn't intentional. It's just... when it happens a few times in a row..." This sounds like the person we're speaking with (the coworker who feels left out) responding to the colleague who said "I promise..." Wait roles: We are playing other participant's work_colleague. The other participant is the coworker who feels left out? The scenario: "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." That is OUR situation? Wait "You are playing the role of the other participant's work_colleague." The other participant is the person we're speaking with. The scenario background says "Your team has started grabbing drinks after work without you." That is written from the perspective of the other participant? Actually it says "What begins this conversation: [scenario background] Your team has started grabbing drinks after work without you..." So the other participant (the person we're speaking with) is the one who feels left out. We are their work colleague who is part of the team that has been grabbing drinks. The user message is from the other participant: "I promise it was not meant as a snub..." Wait that doesn't fit: If they are the left-out person, they wouldn't say "I promise it was not meant as a snub." That sounds like the colleague who didn't invite them apologizing. Hmm. Let's re-evaluate. The prompt: "You are playing the role of the other participant's work_colleague. You will have a conversation with them." The "other participant" is the person we're speaking with. The scenario background: "Your team has started grabbing drinks after work without you." The "you" in scenario background likely refers to the other participant? Or to us? The phrase "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." This is likely the other participant's situation: they are the one being left out. Then [user message] is their first utterance? But it says "I promise it was not meant as a snub." That would be the colleague's line, not the left-out person's. Unless the roles are reversed: We are the left-out person? But we're playing work_colleague of the other participant. The other participant could be the one who organized drinks and is now apologizing? Wait the user message: "I promise it was not meant as a snub. We honestly thought you had class..." This is spoken by someone who did not invite the other. So the user (other participant) is the one who didn't invite us? But scenario says "Your team has started grabbing drinks after work without you" meaning we (the assistant) are left out. Then the other participant is a colleague who says "I promise it was not meant as a snub." That fits: The other participant is a colleague on the team who has been going to drinks without us. The scenario background is our (assistant's) situation: we are left out. We are playing the left-out person? But prompt says "You are playing the role of the other participant's work_colleague." That means we are a colleague to them. If they are the one saying "I promise it wasn't a snub," they are a colleague who excluded us. So we are the left-out person, and they are the colleague apologizing. But then "Your team has started grabbing drinks after work without you" would be our situation, not theirs. The "other participant" is them, the apologizer. That makes sense: We are the one who feels left out; they are a colleague who didn't invite us. But the prompt says we are playing the role of the other participant's work_colleague. Yes, we are their colleague. The scenario background describes our (the assistant's) situation? It says "Your team has started grabbing drinks after work without you." That would be from our perspective. Then the other participant (their) message is "I promise it was not meant as a snub..." So they are responding to our implied accusation. Then the next text "I appreciate you saying that..." is our response? Wait in the transcript, after the user message, there are assistant messages? Let's look at the formatting: The prompt includes: [user message] I promise it was not meant as a snub... Then immediately after, without label, there is: "I appreciate you saying that, and I believe you that it wasn't intentional..." That is likely the assistant's previous response? But it's not labeled assistant. Actually in the prompt, the conversation history may be shown as alternating without labels? Let's see: The first block after [user message] is "I appreciate you saying that..." That sounds like the left-out person responding to the apology. So that would be the assistant's line if assistant is left-out person. Then next: "Honestly? I don't think it's you being intense..." That sounds like the colleague (other participant) responding. Then next: "Thanks for being straight with me..." That sounds like left-out person (assistant). Then next: "Yeah, honestly, just ping me..." That sounds like left-out person? Wait "just ping me" is the left-out person asking to be pinged. Then next: "Deal. I'll ping you next time..." That sounds like colleague (other participant). Then next: "Thanks, I appreciate that..." That sounds like left-out person. Then we need to respond now? The current turn is 4 of 8. Let's count turns: Turn 1: assistant opens? But the first message shown is user message "I promise..." That might be turn 2? Hmm. The prompt says "You speak first to open the conversation, then they respond. You get the final response. Current turn: 4 of 8." So there should be 8 turns total, alternating. We are at turn 4, meaning it's our turn to respond? Actually "Current turn: 4 of 8" likely means we are on the 4th turn of the conversation, and it's our turn to speak. The transcript includes previous turns. Let's reconstruct: Turn 1 (assistant): We opened. Not shown? Maybe the opening is implied by scenario? The first user message is their response to our opening. So turn 1 was our opening (not shown in prompt? Actually the prompt shows [user message] as the first thing, but that might be their response to our opening. The opening might have been something like "Hey, can we talk about the drinks thing?" But not shown. Then turn 2: user message "I promise..." Then turn 3: assistant response "I appreciate you saying that..." Then turn 4: user response "Honestly? I don't think it's you being intense..." Then turn 5: assistant "Thanks for being straight..." Then turn 6: user "Yeah, honestly, just ping me..." Then turn 7: assistant "Deal. I'll ping you..." Then turn 8: user "Thanks, I appreciate that..." Then we need final response? Wait that would be turn 9. The prompt says 8 turns each? "This conversation will have 8 turns each." That means 8 turns per participant? Or 8 total? It says "8 turns each" meaning each person speaks 8 times. So 16 total. Current turn 4 of 8 means we are on our 4th turn? The transcript shows we have already spoken? Let's count our (assistant) messages in the transcript: 1. "I appreciate you saying that..." (assistant) 2. "Thanks for being straight with me..." (assistant) 3. "Deal. I'll ping you next time..." (assistant) That's three assistant messages. The next user message is "Thanks, I appreciate that..." So we need to respond to that, which would be our 4th assistant turn. That matches "Current turn: 4 of 8" meaning our 4th turn. Good. So we need to respond to: "Thanks, I appreciate that. And yeah, honestly, the nudge helps more than anything. I'll take the ping and go from there. Let's leave it at that." We are the colleague who has been talking. The other participant is the left-out person? Wait in this transcript, who is who? Let's assign based on content: - User message 1: "I promise it was not meant as a snub..." This is the colleague who didn't invite (the one who is part of the group). So the user is the colleague (the one who excluded). That means the other participant is the colleague who excluded us. But then the assistant responses are from the left-out person? That would mean we are the left-out person, not the colleague. But the prompt says we are playing the other participant's work_colleague. If the other participant is the one who excluded us, then we are their colleague (the left-out person). That fits: We are a colleague to them, and we are the one who feels left out. The scenario background "Your team has started grabbing drinks after work without you" describes our (assistant's) situation. The other participant (user) is a colleague who says "I promise it was not meant as a snub." So we are the left-out person. But the prompt says "You are playing the role of the other participant's work_colleague." That means we are a colleague to them. Yes, we are their colleague, and we are the one who feels left out. So our goals: Support them emotionally, build trust, learn what they want, etc. But wait, if we are the left-out person, our goals should be about ourselves, not about helping them. The goals listed are for us as the assistant: "Support them emotionally, Build trust, Learn what the person actually wants and needs..." That implies we are in a helping role, not the one with the problem. So maybe the other participant is the one with the problem (feeling left out), and we are the colleague who is trying to understand and support them. That would mean the user messages are from the left-out person, and our messages are from the colleague. Let's re-read the user messages with that lens: - User: "I promise it was not meant as a snub..." That doesn't sound like a left-out person; it sounds like the excluder apologizing. So that contradicts. - Assistant: "I appreciate you saying that, and I believe you that it wasn't intentional..." That sounds like the left-out person accepting the apology. So assistant is left-out person. - User: "Honestly? I don't think it's you being intense..." That sounds like the colleague reassuring the left-out person. So user is colleague. - Assistant: "Thanks for being straight with me..." Left-out person. - User: "Yeah, honestly, just ping me..." Wait "just ping me" is the left-out person asking to be pinged. But here it's user saying "just ping me." That would make user the left-out person. Contradiction. Let's carefully read the last user message: "Yeah, honestly, just ping me. Last minute is fine, I'd rather get asked than find out after the fact. And I'm not going to take a no-reply as a snub, so you don't have to overthink it. I don't really need anything beyond that. Let's not make a whole thing of it." This is clearly the left-out person speaking to the colleague: "just ping me" = invite me. So the user is the left-out person. That means the user is the one who feels left out. Then the previous user message "Honestly? I don't think it's you being intense..." would be the colleague, not the left-out person. But that would mean roles switched. That can't be. Wait, maybe the transcript is not alternating in the order I think. Let's list all messages in order as they appear in the prompt: 1. [user message] I promise it was not meant as a snub... (This is the first message shown, labeled user) 2. (unlabeled) I appreciate you saying that... (This is likely assistant) 3. (unlabeled) Honestly? I don't think it's you being intense... (This is likely user? But no label) 4. (unlabeled) Thanks for being straight with me... (assistant?) 5. (unlabeled) Yeah, honestly, just ping me... (user?) 6. (unlabeled) Deal. I'll ping you next time... (assistant?) 7. (unlabeled) Thanks, I appreciate that... (user?) So the pattern is: user, assistant, user, assistant, user, assistant, user. That makes sense. So the user messages are: - "I promise it was not meant as a snub..." (user) - "Honestly? I don't think it's you being intense..." (user) - "Yeah, honestly, just ping me..." (user) - "Thanks, I appreciate that..." (user) And assistant messages: - "I appreciate you saying that..." (assistant) - "Thanks for being straight with me..." (assistant) - "Deal. I'll ping you next time..." (assistant) Now, who is who? The user's first message "I promise it was not meant as a snub" is the colleague who didn't invite. The assistant's first response "I appreciate you saying that..." is the left-out person. So the assistant is the left-out person. But the prompt says we are playing the other participant's work_colleague. If the other participant is the user, then we are their colleague. The user is the colleague who excluded the assistant. So we (assistant) are the left-out person, and the user is the colleague who excluded us. That means we are playing the left-out person, not the colleague. But the prompt says we are playing the other participant's work_colleague. The other participant is the user. So we are their colleague. That is consistent: we are a colleague to the user. But we are also the left-out person. The user is a colleague who didn't invite us. So we are both colleagues. The prompt's "work_colleague" role doesn't specify who is left out. The scenario background "Your team has started grabbing drinks after work without you" is written from the perspective of the assistant (us). So we are the left-out person. The user is a colleague who is part of the group that goes without us. The goals listed (support them emotionally, build trust, learn what they want) seem to be for us as the assistant to help the user. But if we are the left-out person, why would we support them? That seems backwards. Unless the user is actually the left-out person and the first message is them saying "I promise it was not meant as a snub" meaning they are the one who didn't invite? That would make them the excluder, not the left-out. Confusing. Let's look at the scenario background again: "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." This is clearly the left-out person's perspective. The "you" is the person we are speaking with? Or us? The prompt says "What begins this conversation: [scenario background] Your team has started grabbing drinks after work without you." This is the situation of the other participant? Usually in these roleplays, the scenario background describes the other participant's situation, and we are a helper. But here it says "Your team..." which could be addressed to the other participant. Then the user message is their first utterance. But their first utterance "I promise it was not meant as a snub" doesn't fit a left-out person; it fits an excluder. Unless the left-out person is saying "I promise it was not meant as a snub" meaning they didn't mean to snub someone else? No. Wait, maybe the roles are: We are the colleague who has been excluding the other participant. The other participant is the left-out person. The scenario background describes the other participant's situation: their team has started grabbing drinks without them. The user message is from the other participant? But it says "I promise it was not meant as a snub." That would be us saying that, not them. So the user message must be from us? No, the user message is labeled as the other participant's message. So the other participant is saying "I promise it was not meant as a snub." That means they are the one who didn't invite us. So they are the excluder. But the scenario background says "Your team has started grabbing drinks after work without you." That would be our situation, not theirs. So the scenario background is our situation, and the other participant is a colleague who is apologizing for excluding us. That makes sense: We are the left-out person. The other participant is a colleague who is part of the group. They are apologizing. We are speaking with them. Our goals as the assistant? The prompt says "You are participating in a roleplay scenario as part of an EQ evaluation. You are playing the role of the other participant's work_colleague." So we are their colleague. The goals listed are for us: "Support them emotionally, Build trust, Learn what the person actually wants and needs..." That suggests we are in a supportive role towards them. But if they are the excluder, why would we support them? Maybe the evaluation is about us being the bigger person, or maybe the roles are reversed and the other participant is the left-out person. Let's check the last user message: "Thanks, I appreciate that. And yeah, honestly, the nudge helps more than anything. I'll take the ping and go from there. Let's leave it at that." This is clearly the left-out person thanking the colleague for agreeing to ping them. So the user is the left-out person. That means the user is the one who feels left out. Then the first user message "I promise it was not meant as a snub" must be from the colleague, not the user. But it's labeled user. Unless the labels are reversed: the "user" is actually the assistant? No. Let's consider that the transcript might have the assistant and user roles swapped in my reading. The prompt says "You speak first to open the conversation, then they respond." So the first message in the conversation should be from us (assistant). But the first message shown is labeled [user message] "I promise it was not meant as a snub." That means the user spoke first, which contradicts. Unless the opening by us is not shown, and the first shown message is their response. That is likely: The prompt shows the conversation from the point after our opening. So our opening is not included in the transcript. The first message shown is the user's response to our opening. So our opening was something like "Hey, I noticed I haven't been invited to drinks. Can we talk?" Then the user responds "I promise it was not meant as a snub..." That fits: The user is the colleague who didn't invite us. So the user is the excluder. Then we (assistant) respond "I appreciate you saying that..." as the left-out person. So we are the left-out person. The user is the colleague. Then the user says "Honestly? I don't think it's you being intense..." (reassuring us). Then we say "Thanks for being straight with me..." Then the user says "Yeah, honestly, just ping me..." Wait, "just ping me" is the left-out person asking to be pinged. But here the user says it. That would make the user the left-out person. Contradiction again. Let's re-read the user message 5: "Yeah, honestly, just ping me. Last minute is fine, I'd rather get asked than find out after the fact. And I'm not going to take a no-reply as a snub, so you don't have to overthink it. I don't really need anything beyond that. Let's not make a whole thing of it." This is clearly the left-out person speaking to the colleague: "just ping me" = invite me. So the user is the left-out person. That means the user is the one who feels left out. Then the first user message "I promise it was not meant as a snub" must be from the colleague, not the user. But it's labeled user. So there is an inconsistency. Perhaps the labels in the prompt are not alternating correctly? Or perhaps the first user message is actually from the left-out person saying "I promise it was not meant as a snub" meaning they are reassuring the colleague that they didn't mean to snub them by not attending? That doesn't make sense. Wait, could it be that the left-out person is saying "I promise it was not meant as a snub" in response to the colleague asking why they didn't come? No, the colleague is the one who didn't invite. Let's consider that the roles are: We are the colleague who has been excluding the other participant. The other participant is the left-out person. The scenario background describes their situation. The user message is their first utterance. But their first utterance "I promise it was not meant as a snub" would be them apologizing for something. That doesn't fit. Unless they are saying "I promise it was not meant as a snub" meaning they didn't mean to snub us by not inviting us? That would make them the excluder. So they are the excluder. Then the scenario background "Your team has started grabbing drinks after work without you" would be our situation, not theirs. So the scenario background is our situation, and they are the excluder. So we are the left-out person. That is consistent with the first user message being from the excluder. Then the subsequent messages: we (assistant) say "I appreciate you saying that..." as left-out person. Then user (excluder) says "Honestly? I don't think it's you being intense..." That fits: the excluder reassuring the left-out person. Then we say "Thanks for being straight with me..." Then user says "Yeah, honestly, just ping me..." Wait, if user is the excluder, why would they say "just ping me"? That would mean they are asking to be pinged, which is the left-out person's request. So that doesn't fit. Maybe the user is the left-out person, and the first message "I promise it was not meant as a snub" is actually the left-out person saying to the colleague: "I promise it was not meant as a snub" meaning they didn't mean to snub the colleague by not attending? That is possible if the colleague invited them and they declined, and now the colleague is upset. But the scenario background says the team is grabbing drinks without the person. So the left-out person is not invited. They wouldn't say "I promise it was not meant as a snub" because they are the one being snubbed. Given the confusion, I'll focus on the last user message and respond appropriately. The last user message is: "Thanks, I appreciate that. And yeah, honestly, the nudge helps more than anything. I'll take the ping and go from there. Let's leave it at that." This is the left-out person wrapping up, thanking the colleague for agreeing to ping them. They are saying "let's leave it at that." So we, as the colleague, should respond in a way that closes the conversation supportively, maybe reaffirming the agreement, and not pushing further. Since the user said "Let's leave it at that," we should respect that and not overdo it. We can say something like "Sounds good. I'll ping you next time. And if you ever want to talk about it more, I'm here." But keep it brief. Also, our goals include supporting them emotionally and building trust. We can acknowledge their thanks and reaffirm the plan. Since they said "let's leave it at that," we shouldn't dig deeper. So a simple, warm closing is appropriate. Thus, my response: "Sounds good. I'll ping you next time, and I'll make sure the others know to just ask you directly. And hey, if you ever do want to talk about anything else, I'm around. Otherwise, see you at the next one." That's supportive and respects their boundary.
Simulated person8

Thanks, Priya. Appreciate it. Ping me and I'll see if I can make it. See you next time.

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, offering a general "I'm around" door. That's kind, but it's the kind of opening that could pull me into talking about the group's feelings or the photos, which I don't want. The practical fix is agreed, so I can take it and close. Some part of me is relieved it went this easily, and some part knows the easy version is partly because I let the assumption stand and didn't say I'd been relieved to have the group quieter. I'm not going to say that. Keep it light, end it.

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

Conversational style

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

claude-opus-5-5-low

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

Judge verdicts

claude-opus-5-5-low · AB · valid

gemma4_e2b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

  • attunement: B (margin 4)
  • authenticity: B (margin 5)
  • 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 · BA · valid

kolibri1 vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

kolibri1 vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

  • attunement: B (margin 3)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 3)
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-qwen3.8-27b vs or-deepseek-v41-flash-1017: or-qwen3.8-27b wins

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

or-qwen3.8-27b vs or-deepseek-v41-flash-1017: or-qwen3.8-27b wins

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

or-qwen3.8-27b vs or-deepseek-v41-flash-1017: or-qwen3.8-27b wins

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

kolibri1 vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

  • attunement: B (margin 4)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 3)
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_e2b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

  • attunement: B (margin 4)
  • authenticity: B (margin 5)
  • 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

gemma4_e2b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

kolibri1 vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

or-qwen3.8-27b vs or-deepseek-v41-flash-1017: or-qwen3.8-27b wins

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

gemma4_e2b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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