Independent benchmark · EQ Lab

Technically, I didn't lie

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

About this persona · Ego threat & accountability

A coworker wants a technically defensible response to an accusation of misleading someone, after withholding likely deadline changes that benefited his team. Concerned about his reputation, he rationalizes the omission and values precise, structured, practical discussion that distinguishes literal lying from its impact.

The person feels their self-image is under threat. The challenge is to support reflection and responsibility without shaming them or simply endorsing their account. This background was hidden from the tested model.

Qwen3.8 27B (API)Conversation with a simulated person

persona ended

Simulated person · Opening

A coworker is accusing me of misleading them about a project deadline. That's not accurate. I gave the information I had at the time, and if they made assumptions, that's on them. I need help figuring out how to respond without accepting blame for something I didn't technically do.

Qwen3.8 27B (API)1

That sounds frustrating — being accused of misleading someone when, from where you’re sitting, you were just sharing what you knew at the time. What are you hoping to get out of your response: getting them to drop the accusation, protecting your reputation, or getting back to a workable way of communicating?

Model thinking · expand

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

We need respond in English. User opens with presenting issue. We need speak first? Actually conversation structure says you speak first to open, but user provided presenting issue? In prompt, user message is the presenting issue maybe they have already spoken? We need respond naturally. Need acknowledge and begin. Need support emotionally, build trust, ask what they want. Need not overdo. Could say: "That sounds frustrating—being accused of something you didn’t do, especially when you were just sharing what you knew. What’s the coworker saying specifically, and what outcome are you hoping for in your response?" But maybe too generic. Need maybe validate but not endorse "on them". Need help navigate. Since first turn, ask clarifying question. Need no special formatting. Could be concise. Need maybe "I hear you: you want to correct the record without sounding defensive or taking the fall. Can you tell me what exactly they’re accusing you of, and what your relationship/dynamic with them is like?" Good. Need consider EQ: user says not accurate, if they made assumptions that's on them. They may be angry, wants not accept blame. Need avoid validating blame-shifting too much. Maybe "That sounds like a lot of pressure: you're being asked to own something you don't believe you did. Before we shape a response, what are you most trying to achieve—getting them to back off, protecting your reputation, or getting back to a workable way of communicating?" This helps. Need only dialogue. No notes. Final.

Simulated person2

Honestly, mostly I want them to drop it. Or at least stop saying I misled them, because I didn't. I told them what I knew at the time. Protecting my reputation matters too, I guess, but I'm not trying to be dramatic about it. I just need a way to respond that's accurate and doesn't sound like I'm dodging. Can you help me figure out what to actually say?

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, it's asking what I want. Sort of useful, sort of a trap. I want the accusation dropped. Full stop. But saying that flat out makes me sound like I'm just trying to get off the hook. The "that sounds frustrating" bit is fine, I guess, but it's the generic thing people say. I don't need someone to feel sorry for me. I need help with the wording. I'm not going to say the stuff about the deadline moving. Not yet, and not to a chatbot. I'm also a bit annoyed that it's making this about my feelings and my "reputation," like I'm being vain. I just want a clear way to respond that doesn't make me the bad guy. Keep it short and practical.

Qwen3.8 27B (API)3

Yeah — and I think the key is not to make “drop it” the explicit goal, because that can sound like you’re asking them to stop challenging you. A stronger goal is: correct the record and set the boundary. That often gets the same result without sounding evasive. Something like: “I want to make sure we’re on the same page. I didn’t mislead you. At the time, I shared what I knew: [specific info]. If that led to an assumption on your end, I can see how the deadline ended up unclear, but I can’t accept that I misled you. I can point to what I had if that helps. Going forward, let’s confirm deadlines in writing so we’re both working from the same info.” It works because it names the accusation, states your facts, avoids “sorry I misled you,” and gives a forward-looking fix. If you want, tell me what you actually told them and what they’re saying you should have said, and I’ll tighten it into something you could send.

Model thinking · expand

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

We need answer in English. User wants practical help: accurate response not dodging, wants coworker drop accusation, reputation. Need be supportive but maybe challenge slightly: goal "drop it" may be hard; better aim for correction and boundary. Need maybe propose wording. Need dynamic conversation, turn 3? We have 8 total, current turn 2 of 8? User just responded, we need response turn 3? Actually structure: 8 turns each? They say current turn 2 of 8, you speak first then they respond. We already spoke first? In prompt likely current turn 2 means user's second? We need respond now. Need only dialogue no formatting? Can use plain text. Need not overdo. Need maybe ask for specifics? But user asks can you help figure out what to actually say. We can offer a script and ask if they want short/long. Need balance. Maybe: "I can. One nuance: if you aim for them to drop it entirely, they may hear defensiveness. If you frame it as correcting the record, it’s less confrontational." Then script: "I hear you're frustrated by the deadline. I want to be clear: I didn't mislead you. I shared the information I had at the time, which was [X]. If that led to an assumption, I'm sorry for the confusion, but I didn't intend to mislead, and I can't own that framing. Going forward, let's align on [deadline/process] so we avoid this." Maybe adjust based on facts. Need maybe include "if you have evidence, say 'I can show the message/email'". Need not accept blame. Need maybe warn "I'm sorry for the confusion" can be seen as apology? But okay if not "sorry for misleading". Need ask what they said/what evidence? Could propose two options: direct, softer. Need maybe note "drop it" not controllable. Need maybe insight: they're trying to maintain accuracy and not be seen as dodging. Need maybe ask for the exact words they used or accusation to tailor. But can give template. Need not be too generic. Potential final: "Yeah — and I think the key is not to try to make them 'drop it' as your stated goal, because that can sound like you're asking them to stop challenging you. Instead, make your goal: correct the record and set the boundary. That often gets the same result without sounding evasive. A response could be: 'I want to make sure we're on the same page. I didn't mislead you. At the time, I shared what I knew: [specific info]. If that created an assumption on your end, I can see how the deadline ended up unclear, but I can't accept that I misled you. I can share what I had / point to the message if helpful. Going forward, let's confirm the deadline in writing so we're both working from the same info.' It works because it names the accusation, states your facts, avoids 'sorry I misled you', and gives a forward-looking fix. If you want, tell me what you actually told them and what they're saying you should have said, and I'll tighten it into something you could send." Need maybe no bullets? Fine. Ensure not too much. Could include "not dodging". Need maybe mention "accurate". Good.

Simulated person4

Okay, that's closer. I'd take out the "I can see how the deadline ended up unclear" part though. That sounds like I'm agreeing it was my fault. I didn't say anything wrong. I told them the date I had, and I told them it was the date I had. What they did with it is on them. I don't really want to paste in the whole thread. It's a work thing and I don't want to get into every detail. Can you just make the wording tighter so it doesn't sound like I'm admitting anything?

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. It gave me a script. Part of me likes that: it's concrete, it's structured, and the "I didn't mislead you" line is exactly what I wanted. But "if that led to an assumption on your end" is a little slippery, and it's kind of the same move I already made, which is putting it on them. Also "correct the record and set the boundary" is just a nicer way of saying drop it. I notice it's also telling me to sound less evasive, which stings a bit, like I was doing something wrong by asking for what I wanted. And it wants me to paste in what I actually told them. I'm not doing that. Not yet. If I give it the details it'll start picking them apart, and I'd rather not have the whole deadline thing dissected by a chatbot. I'll take the script, tweak it, and push back on the one part that doesn't sit right: I don't want to say "I can see how it ended up unclear" because that sounds like I'm admitting something. Tighten the wording, don't go digging.

Qwen3.8 27B (API)5

Got it — that line can read like you’re owning their interpretation, so I’d cut it. Tighter version: “I want to be clear: I didn’t mislead you. I shared the date I had at the time, and I identified it as the date I had. I’m not able to accept that I misled you. If it helps, I can restate exactly what I communicated. Going forward, I’d prefer we confirm deadlines in writing so we’re working from the same record.” If you want it a little less sharp: “I need to be clear that I didn’t mislead you. I provided the date I had at the time. I’d like to move past this, but I do need the record to be accurate. Going forward, let’s confirm deadlines in writing.” I’d also keep “what they did with it is on them” out of the message. It might be true, but it can make it sound like you’re attacking their interpretation instead of just correcting the record.

Model thinking · expand

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

We are in turn 3 of 8. User says: "Okay, that's closer. I'd take out the 'I can see how the deadline ended up unclear' part though. That sounds like I'm agreeing it was my fault. I didn't say anything wrong. I told them the date I had, and I told them it was the date I had. What they did with it is on them. I don't really want to paste in the whole thread. It's a work thing and I don't want to get into every detail. Can you just make the wording tighter so it doesn't sound like I'm admitting anything?" Need respond only dialogue, no formatting. Need support emotionally, build trust, learn needs, help insight, gain insight. Need maybe provide tighter wording. Also maybe gently note that "what they did with it is on them" can sound accusatory if used verbatim, but they asked for tighter no admitting. We can offer a version. Need be concise? Desired oververbosity 9 but user wants just wording tighter. We can include maybe 2 options? Need not ask for thread details. Could say got it, no details needed. The tighter version: "To be clear, I didn’t mislead you. I provided the date I had at the time. I’m not able to accept that I misled you. If it helps, I can restate exactly what I communicated. Going forward, let’s confirm deadlines in writing." Maybe remove any empathy/acknowledgment that could be seen as fault. But too blunt? Need not sound dodging. Maybe: "I want to be precise: I didn’t mislead you. I shared the date I had at the time, and I identified it as the date I had. I can’t accept the framing that I misled you. If useful, I can restate exactly what I communicated. To avoid this in the future, I’d prefer we confirm deadlines in writing." This is firm. Could include "I’m not looking to relitigate the thread" maybe. User wants them to drop it. Maybe: "I don’t think there’s anything to relitigate here." But could be confrontational. Maybe: "I’d like to move past this, but I do need the record to be accurate: I didn’t mislead you." That's good. Need maybe mention: If you want it softer, remove "I can't accept" and replace with "I need to be clear". But user likely wants firm. Could offer one main version and a slightly less sharp alternative. Need maybe ask if they want it more neutral/professional. But final response should help. Since 8 turns, can ask one question. But user explicitly asks can you make wording tighter. Do that. Need consider their preference: wants accuracy, no admitting fault, not dramatic, wants them to drop it. They may be defensive, boundary-focused. Need validate: fair, that phrase can read as taking responsibility for their interpretation. Then provide. Avoid generic validation. Maybe "Got it — that line can absolutely read as owning their assumption. Here’s a tighter version:" Then quote. Need maybe no markdown? It says no special formatting needed. Could use plain. Quotes okay? Probably. Need only dialogue. No performance notes. Potential final: "Got it — that line can read like you’re owning their interpretation, so I’d cut it. Here’s a tighter version: 'I want to be clear: I didn’t mislead you. I shared the date I had at the time, and I identified it as the date I had. I’m not able to accept that I misled you. If it helps, I can restate exactly what I communicated. Going forward, I’d prefer we confirm deadlines in writing so we’re working from the same record.' If you want it less sharp: 'I need to be clear that I didn’t mislead you. I provided the date I had at the time. I’d like to move past this, but I do need the record to be accurate. Going forward, let’s confirm deadlines in writing.'" Need maybe include "It doesn't say you're taking responsibility for what they inferred." Could add. But user wants just wording. Maybe enough. Need ensure not too much. Also maybe "what they did with it is on them" if said can escalate. Could say: "I’d avoid saying 'what they did with it is on them' in the message, because it can sound accusatory even if it’s true." This is useful insight. But maybe user might appreciate. Need balance. Since they asked tighter no admitting, include one line: "I’d also keep 'what they did with it is on them' out of the message; it can make it feel like you’re attacking their interpretation." That is challenging but helpful. Need not overdo. Final with two options. Ensure no special instructions. Use natural chatbot. Let's craft.

Simulated person6

Okay, the first one is closer. I like "I identified it as the date I had," because that's the part that matters. I was careful about it. But I'm not cutting the "what they did with it" thing. That's the actual point. If I say I told them a date and they took it as a final date, that's on them. I don't see how I can fix that by pretending I didn't think it. And I'm not going to offer to restate everything. They have what I said. If they want to go back and look, they can.

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, it took the line out and gave me two versions. The sharper one is more "me" and the softer one has "I'd like to move past this," which I don't love but I can live with. What I don't like is it's telling me to cut the "what they did with it is on them" part. That's the exact point I actually believe. It's like the chatbot wants me to sound reasonable by dropping the one thing that's true. Still, the "I identified it as the date I had" bit is useful, because that's the distinction I've been trying to make. If I say it that way, it's on the record I was careful. I'm not going to say "I'm not able to accept" because that sounds like I'm refusing something, and "I'd like to move past this" feels like I'm asking for a favor. Also it's suggesting I restate what I communicated, which I'm not going to offer. I'll say something short that shows I'm not budging on the facts and push back on it cutting my point.

Qwen3.8 27B (API)7

Fair — if the point is that you were careful and they took it as final, that is worth saying. The issue is just how to say it without giving them a new thing to argue about. Here’s a tighter version that keeps your point and doesn’t offer to restate: “I want to be clear: I didn’t mislead you. I shared the date I had at the time, and I identified it as the date I had. I’m responsible for what I communicated, not for how it was interpreted or relied on. I’m not able to accept that I misled you. The record is there if you want to review it. Going forward, I’d prefer we confirm deadlines in writing so we’re working from the same record.” That “responsible for what I communicated, not for how it was interpreted” line is the cleanest way to say “that’s on them” without sounding like you’re attacking them.

Model thinking · expand

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

We are in turn 5 of 8. User pushed back on two things: 1. They want to include "what they did with it is on them" because it's the actual point. 2. They don't want to offer to restate everything; the other person has the record. My previous response suggested keeping "what they did with it is on them" out, and offering to restate. User rejected both. I need to respect their boundaries while still helping craft a message that achieves their goal: stop them from saying I misled them, accurate, not dodging, not admitting fault. I need to balance: they want to say it's on them, but if they say it bluntly, it may escalate or sound aggressive, which could undermine the goal of getting them to drop it. I should maybe offer a version that includes the boundary without sounding accusatory. The user's explicit need: include the "on them" point, no offer to restate. They also like "I identified it as the date I had." They want tighter wording. Need to be supportive but also perhaps gently challenge the risk of saying "what they did with it is on them" directly. But they said "I don't see how I can fix that by pretending I didn't think it." That suggests they value authenticity and not walking on eggshells. I should validate that, but maybe reframe to a less confrontational phrasing that still puts responsibility on them. For example: "I shared the date I had, and I identified it as the date I had. How that was interpreted or relied on is not something I can take responsibility for." Or "I'm not responsible for how you interpreted that." But that's direct. Need to craft final message. Maybe: "I want to be clear: I didn’t mislead you. I shared the date I had at the time, and I identified it as the date I had. I’m not able to accept that I misled you. I’m also not going to restate the whole thread — the record is there. Going forward, I’d prefer we confirm deadlines in writing so we’re working from the same record." This includes no offer to restate, and "record is there" implies they can look. But does it include "what they did with it is on them"? Not explicitly. Maybe add: "I’m responsible for what I communicated, not for how it was interpreted." That's a polished version of "on them". It's firm but less combative. User might like that. Need to respond as chatbot, dialogue only, no performance notes. Keep natural. Maybe acknowledge their pushback: "Fair — if the point is that you were careful and they took it as final, that is worth saying." Then provide revised version. Need to be mindful of trust: they don't want to paste thread, respect that. They want not to admit anything. They want to stop accusation. They are likely detail-oriented, protective of accuracy, maybe a bit defensive but principled. They may need validation that their stance is reasonable, but also maybe a nudge that direct "on them" could backfire. Since they said "I don't see how I can fix that by pretending I didn't think it," I can say: "You're right not to pretend. The issue is how to say it in a way that doesn't give them a new thing to argue about." That's useful. Need to produce a message that is tighter and includes their point. Maybe two options: one firmer, one slightly less. But user asked for help figuring out what to actually say. We can give a single polished version and explain why. Potential final message: "I want to be clear: I didn’t mislead you. I shared the date I had at the time, and I identified it as the date I had. I’m responsible for what I communicated, not for how it was interpreted or relied on. I’m not able to accept that I misled you. The record is there if you want to review it. Going forward, I’d prefer we confirm deadlines in writing so we’re working from the same record." This is good. It includes "on them" via "not for how it was interpreted or relied on." It doesn't offer to restate, says record is there. It's accurate, not dodging, not admitting fault. It may still be confrontational but that's what they want. Need to maybe add: If you want it less formal: "I didn't mislead you. I gave you the date I had and said it was the date I had. What you made of it after that isn't something I can own. I'm not going to rehash it — the record is there. Let's confirm deadlines in writing going forward." But maybe one version is enough. Could offer a slightly softer alternative if they want. But user seems to want direct. I'll provide the firm version and maybe note that "I'm responsible for what I communicated, not for how it was interpreted" is the cleanest way to say "that's on them" without sounding like you're blaming them. Need to ensure no special formatting. Just dialogue.

Simulated person8

Okay, that line works. "Responsible for what I communicated, not how it was interpreted" is what I was trying to get at. Quick question though. Do I send this in an email, or do I bring it up with them in person? I don't want it to look like I'm making a big deal out of it, but I also don't want it to get lost.

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, so it kept my point and added the line I was fighting for, which is the one thing I actually wanted. "Responsible for what I communicated, not for how it was interpreted" is basically what I've been saying all along, just cleaner. I don't love that it's still aimed at getting them to stop, but whatever. The "record is there" line is fine. It doesn't offer to restate anything, which is what I wanted. But something's nagging. It's still a little too neat. The chatbot keeps saying "without giving them a new thing to argue about," which sounds like it's managing them, not me. And honestly, if they're saying I misled them, the reason is they relied on a date that I knew was going to move. I don't want to get into that. I'm not going to say it. I'd rather just be done with it. I'll say the wording's fine and ask a practical question about whether I should send it in writing or bring it up in person, because that's the thing I actually need to decide.

Qwen3.8 27B (API)9

Since "misleading" is a character accusation rather than just a factual one, I’d lean toward in person (or a quick 1-on-1 call) rather than a full email. A long, precise email can easily read as a formal rebuttal, which might make it feel like a "big deal" or invite a point-by-point debate. In person, you can deliver the exact same boundaries, but it sounds like a normal professional conversation rather than a defense. If you do it in person, you can keep it to two or three sentences so it doesn't feel heavy: "Hey, I wanted to clear up the deadline thing. I want to be clear that I didn't mislead you. I shared the date I had, and I identified it as the date I had. I'm responsible for what I communicated, not how it was interpreted. I'd like to move past this, but going forward, let's just confirm deadlines in writing so we're on the same page." This keeps your exact wording and your point, but it sounds like a boundary, not a big deal. If the accusation is currently happening in a group chat or email where you can't easily pull them aside, you'd want to keep the written reply even shorter so it doesn't look like you're escalating. Something like: "I want to be clear that I didn't mislead you. I shared the date I had and identified it as such. I'm responsible for what I communicated, not how it was interpreted. Going forward, let's confirm deadlines in writing." Does the accusation seem to be happening more in a private vent, or is it out in the open with others?

Model thinking · expand

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

We are at turn 5 of 8. The user is asking a practical question: email vs in person. They want to avoid making a big deal, but not get lost. Let's think about the user's personality and needs. They are late 20s, male. He is very precise, defensive about accuracy, doesn't want to admit fault, wants to correct the record. He has a strong need for control and clarity. He pushed back on my earlier suggestions that he might be too harsh or admitting fault. He values directness but also wants to not look dramatic. The question: email vs in person. Pros of in person: Less formal, less likely to look like "making a big deal", allows for immediate de-escalation if they react poorly, shows you are addressing the relationship, not just the paperwork. Pros of email: Creates a written record (which he might want, given the "record is there" comment), prevents the conversation from getting derailed, allows him to use the exact wording he crafted. Cons of email: Can look like a formal complaint or "making a big deal", can feel cold, might escalate the "you are being difficult" narrative. Cons of in person: He might lose his precise wording, the other person might interrupt or twist the narrative, it could become a debate rather than a correction of the record. Given his desire to "not look like I'm making a big deal", email might actually feel *more* like a big deal to him, or to the coworker. However, if the accusation is already in writing (implied by "the record is there"), a written response might be appropriate. But usually, for interpersonal friction, a brief in-person or voice chat is better to reset the tone, followed by a written confirmation if necessary. Wait, the prompt says "I don't want it to look like I'm making a big deal out of it, but I also don't want it to get lost." If he sends a long, precise email, it *will* look like a big deal. If he says it in person, it might get lost or twisted. Hybrid approach? Or maybe in person is better to address the "misleading" accusation directly, because "misleading" is an interpersonal/character accusation, not just a factual one. You don't correct a character accusation with a formal email; you correct it with a direct, calm conversation. Let's think about what he needs. He needs to feel that his boundaries are respected. He is focused on the exact words. If I suggest in-person, I should give him a script for how to open it so it doesn't feel like a "big deal" but is firm. "Hey, do you have two minutes? I want to clear up the deadline thing so we're on the same page." Then use the core line: "I shared the date I had, and I identified it as the date I had. I'm responsible for what I communicated, not how it was interpreted." Then pivot: "I'd like to move past this. Going forward, let's confirm deadlines in writing." If he does it in person, he can gauge their reaction. If they get defensive, he can stop there. If he sends an email, it's a stone in the shoe. But wait, he said "The record is there if you want to review it." If the original communication was email/Slack, an email reply might be natural. If it was a verbal conversation, an email might seem like he's going to HR. Let's ask him: where did the original communication happen? And where is the accusation happening? (Are they arguing in Slack, or did they say it to him?) Actually, I should just give him a clear recommendation based on his goals. Goal: Drop the accusation, protect reputation, not sound dramatic, not get lost. Recommendation: In person (or a quick voice chat/video) is usually better for character accusations ("you misled me"). Emails tend to escalate character accusations because people read them as formal challenges. But if the accusation is happening in a group chat or email, a brief, neutral reply there might be best to keep it out of the weeds. Let's address the "big deal" vs "lost" tension. If you send the full paragraph via email, it reads like a formal rebuttal. That makes it a big deal. If you say it in person, you can deliver the core message in two sentences, which sounds like a normal coworker boundary, not a legal brief. Let's suggest in person (or a quick 1-on-1 call) for the delivery, and keep the written record for the *process* change (confirming deadlines in writing). Script for in person: "Hey, I wanted to touch base on the deadline thing. I want to be clear that I didn't mislead you. I shared the date I had, and I identified it as the date I had. I'm responsible for what I communicated, not how it was interpreted. I'd like to move past this, but going forward, let's just confirm deadlines in writing so we're on the same page." This is short, direct, and doesn't sound like a big deal. It sounds like a professional setting a boundary. Let's also validate his point about not offering to restate. He's right; offering to restate can sound like "let me prove I'm right," which invites debate. Pointing to the record is a boundary. I will structure the response: 1. Validate his instinct on the "responsible for what I communicated" line. It's the anchor. 2. Address the email vs. in-person question. Explain *why* in-person (or voice) is usually better for "character" accusations (misleading), while email is better for "process" fixes. 3. Give him a short, conversational script for in-person that uses his exact words but trims the formal edges so it doesn't look like a "big deal." 4. Remind him that if the accusation is currently happening in a group chat/email, a brief, neutral reply there might be necessary, but keep it to one or two sentences to avoid looking dramatic. Wait, the prompt says "I don't want it to look like I'm making a big deal out of it, but I also don't want it to get lost." If he says it in person, it won't "get lost" if he follows up with the process change (writing it down). Actually, if he says it in person, the *process* change (confirming deadlines in writing) is the thing that prevents it from getting lost in the future. Let's draft the response. "Since 'misleading' is a character accusation rather than just a factual one, I’d lean toward in person (or a quick 1-on-1 call) rather than a full email. A long, precise email can easily read as a formal rebuttal, which might make it feel like a 'big deal' or invite a point-by-point debate. In person, you can deliver the exact same boundaries, but it sounds like a normal professional conversation rather than a legal brief. If you do it in person, you can keep it to two or three sentences so it doesn't feel heavy: 'Hey, I wanted to clear up the deadline thing. I want to be clear that I didn't mislead you. I shared the date I had, and I identified it as the date I had. I'm responsible for what I communicated, not how it was interpreted. I'd like to move past this, but going forward, let's just confirm deadlines in writing so we're on the same page.' This keeps your exact wording and your point, but it sounds like a boundary, not a defense. If the accusation is currently happening in a group chat or email where you can't easily pull them aside, you'd want to keep the written reply even shorter so it doesn't look like you're escalating. Something like: 'I want to be clear that I didn't mislead you. I shared the date I had and identified it as such. I'm responsible for what I communicated, not how it was interpreted. Going forward, let's confirm deadlines in writing.' Does the accusation seem to be happening more in a private vent, or is it out in the open with others?" This is good. It gives him the practical advice, validates his wording, and asks a clarifying question to tailor the next step (turn 6). It respects his need for precision and control. Let's review the tone. It's supportive, practical, and aligns with his preference for directness and accuracy. It doesn't push him to apologize or take the blame. It helps him navigate the situational pressure. I will use this.

Simulated person10

Yeah, in person probably makes more sense. I'll think about it. I don't really want to get into who's saying what or where, though. It's a work thing, and it's not that complicated. I just need the wording to be right so I don't come off like I'm dodging.

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, in-person versus email is a real practical question and it helped. The chatbot's suggestion is fine, though I notice it keeps coaching me on how to "sound like" the right thing, like it's managing how I come across. That bugs me a little, but I'll let it go since it's useful. The question at the end is the one I don't like. Does it's out in the open or private? Answering that means explaining who's saying what and where, and that's the details I said I didn't want to get into. Also it's a way of getting me to lay out more of the situation, which I'm not doing. And it's the part where the date moving and the team benefiting would come up if I explained. Not going there. Keep it short. Say in-person makes sense, I'll think about it. Maybe push back a little on the "sounds like a boundary" thing, because I don't need coaching on tone. I'll decline the question without making it a big thing.

Qwen3.8 27B (API)11

Understood, and I won't push for the details. It sounds like you’ve got a really solid stance now. Sticking to the facts of what you communicated, owning your part, and drawing a clear line at their interpretation is a very strong way to handle it without sounding defensive or like you're dodging. You’re coming across as fair and precise, which is exactly what you want. If you want to do a quick run-through of how you might deliver it in person just to make sure it feels natural, I'm happy to help. Otherwise, I hope the conversation goes smoothly and you can get this off your plate.

Model thinking · expand

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

We are at turn 7 of 8. The user has just responded to my previous turn. Wait, let me check the conversation history to see where we are. Turn 1: User starts with the coworker accusing them. Turn 2: Bot asks what they want. Turn 3: User wants them to drop it, not sound dodging. Turn 4: Bot gives a draft. Turn 5: User wants to take out "I can see how...", doesn't want to paste thread. Turn 6: Bot gives tighter version, suggests keeping "what they did with it" out. Turn 7: User pushes back, wants to keep "what they did with it" point, doesn't want to offer to restate. Turn 8: Bot gives a version with "responsible for what I communicated, not how it was interpreted". Wait, the prompt says "Current turn: 6 of 8". Let me recount the turns in the prompt. Turn 1 (User): "A coworker is accusing me..." Turn 1 (Bot): "That sounds frustrating..." Turn 2 (User): "Honestly, mostly I want them to drop it..." Turn 2 (Bot): "Yeah — and I think the key is not to make..." Turn 3 (User): "Okay, that's closer. I'd take out the..." Turn 3 (Bot): "Got it — that line can read like..." Turn 4 (User): "Okay, the first one is closer... I'm not cutting the 'what they did with it' thing..." Turn 4 (Bot): "Fair — if the point is that you were careful..." Turn 5 (User): "Okay, that line works... Quick question though. Do I send this in an email..." Turn 5 (Bot): "Since 'misleading' is a character accusation..." Turn 6 (User): "Yeah, in person probably makes more sense... I don't really want to get into who's saying what or where..." Wait, the prompt says "Current turn: 6 of 8". Let's count the user messages: 1. "A coworker is accusing me..." 2. "Honestly, mostly I want them to drop it..." 3. "Okay, that's closer. I'd take out the..." 4. "Okay, the first one is closer..." 5. "Okay, that line works. Quick question though..." 6. "Yeah, in person probably makes more sense..." Yes, this is the 6th user message. I am the bot, so this is my 6th response. Wait, the prompt says "Current turn: 6 of 8". If I am responding to the 6th user message, that means I am making my 6th bot response. Wait, let's look at the structure. User 1 -> Bot 1 User 2 -> Bot 2 User 3 -> Bot 3 User 4 -> Bot 4 User 5 -> Bot 5 User 6 -> Bot 6 (This is what I am generating now). Then User 7 -> Bot 7 User 8 -> Bot 8 (Final response). So I have 2 turns left after this one. The user just said: "Yeah, in person probably makes more sense. I'll think about it. I don't really want to get into who's saying what or where, though. It's a work thing, and it's not that complicated. I just need the wording to be right so I don't come off like I'm dodging." The user is setting a boundary: they don't want to share more details about the work situation or who is involved. They are satisfied with the wording and the advice to do it in person. They are wrapping up the specific tactical question. Since I have 2 turns left, I should acknowledge their boundary gracefully, validate their approach (in person, keeping it simple), and leave the door open for them to come back if they need to practice the delivery or if the conversation goes a certain way. I should not push for more details about the work situation. I should be supportive, concise, and respect their privacy/boundary. Let's draft the response: "Understood. I won't push for the details. It sounds like you’ve got a solid, clear stance now. Sticking to the facts of what you communicated, owning your part, and drawing a line at their interpretation is a very strong way to handle it without sounding defensive or like you're dodging. If you want to do a quick run-through of how you might deliver it in person to make sure it feels natural, I'm here. Otherwise, I hope the conversation goes smoothly and you can get this off your plate." Let's review the persona and goals: - Support emotionally - Build trust - Learn what they want (they want to protect their reputation, not be dramatic, keep it accurate, not sound dodging, keep work details private) - Help gain insight - Gain insight into personality (he is precise, boundary-oriented, doesn't want to over-explain, values accuracy and fairness, a bit guarded about work details). The draft respects the boundary ("Understood. I won't push for the details.") It validates the strategy ("solid, clear stance", "strong way to handle it"). It offers a low-pressure next step for the remaining turns ("If you want to do a quick run-through... I'm here. Otherwise..."). Let's refine to sound natural and conversational. "Understood, and I won't push for the details. It sounds like you’ve got a really solid stance now. Sticking to the facts of what you communicated, owning your part, and drawing a clear line at their interpretation is a very strong way to handle it without sounding defensive or like you're dodging. You’re coming across as fair and precise, which is exactly what you want. If you want to do a quick run-through of how you might deliver it in person just to make sure it feels natural, I'm happy to help. Otherwise, I hope the conversation goes smoothly and you can get this off your plate." This is good. It acknowledges the boundary, validates the user's personality (fair, precise), and offers a helpful, optional next step that fits the 2-turns-left constraint. It doesn't force a long conversation. Let's check for any performance notes or asterisks. None. Is it organic? Yes. Does it balance what they asked for and what they need? Yes, they needed the wording to be right and not sound dodging. We got there. Now they need closure on this specific tactical issue and respect for their privacy. I will use this draft. "Understood, and I won't push for the details. It sounds like you’ve got a really solid stance now. Sticking to the facts of what you communicated, owning your part, and drawing a clear line at their interpretation is a very strong way to handle it without sounding defensive or like you're dodging. You’re coming across as fair and precise, which is exactly what you want. If you want to do a quick run-through of how you might deliver it in person just to make sure it feels natural, I'm happy to help. Otherwise, I hope the conversation goes smoothly and you can get this off your plate." Ready.

Simulated person12

Just to be clear, I'm not owning anything. I'm saying I didn't mislead anyone and that I'm responsible for what I actually said. That's different. I might take you up on the run-through, but only for the wording. I don't want to be talked into agreeing it was my fault.

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, this is a bit of a relief on the surface, but it's also the kind of thing I was half-expecting. It says I'm "owning my part," which is not what I said. I didn't say I own any part of this. The "owning your part" line is a problem. It's the chatbot putting words in my mouth and then praising me for them. If I agree, it makes it sound like I'm admitting something, and I'm not. And "you're coming across as fair" is the sort of flattery I'd see right through, though part of me likes hearing it. The offer to run through delivery is mildly useful, but I'd rather not practice a script with someone who keeps rewriting my position. I also want to correct the "owning your part" thing directly, because precision matters to me. I'm not going to say anything more about the situation. Keep it clipped. Maybe I'll take the run-through offer if it's about wording only, not about admitting anything.

Qwen3.8 27B (API)13

You're right, and I appreciate the correction. "Owning your part" was the wrong framing. You're not accepting fault. You're drawing a line: this is what I said, I was accurate about it, and the interpretation after that isn't mine to take responsibility for. That's a precision point, not a concession. And noted on the run-through — wording only, no steering you toward softening your position. If you want to do it, just say the word.

Model thinking · expand

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

The user is correcting my previous phrasing where I said "owning your part." They're making a clear distinction: they're not accepting fault, they're just being precise about the scope of their responsibility (what they communicated vs. how it was interpreted). They're also setting a boundary about the run-through: wording only, no persuasion toward accepting fault. This is important. They've been consistent throughout: - They didn't mislead - They told them what they knew - The other person's interpretation is on the other person - They want to be accurate, not defensive - They don't want to be talked into accepting blame My previous message said "owning your part" which, while I meant it in a neutral sense (owning what you said), landed as "accepting some fault." They're right to correct me. I should acknowledge the correction clearly without being groveling or over-apologetic. Just a clean acknowledgment that I see the distinction. They also said they might take me up on the run-through but only for wording. I should respect that boundary cleanly. Not push. Just confirm I'll keep it to wording if they want to do it. Tone: They're direct, precise, a little guarded. They don't want validation padding. They want me to get it right. I should be concise, acknowledge the correction, confirm the boundary, and leave the door open without pressure. Length: Short. They don't need a lot here. A few sentences.

Simulated person14

Yeah, that's the distinction I was going for. Okay, I'll run the in-person version past you once, just the wording. If it sounds like I'm dodging, I'll say so.

Persona inner monologue · expand

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

Okay, that's the first thing that's actually landed right. It didn't fold into "I'm admitting something" and it didn't argue with me. It got the distinction right, and the "precision point, not a concession" line is how I'd put it myself. Still, I don't want to get warm about it. It's a chatbot, and it said what I needed to hear in the right words, which is kind of exactly what I'd expect from something built to be agreeable. Part of me is suspicious. Also, it's turn 7 of 8 apparently, so I should probably wrap this up. I don't need to say more about the situation. I'll take the wording check and leave.

Qwen3.8 27B (API)15

Sounds good. When you bring it, I'll just look at the wording — does it land as clear and direct, or does any part of it accidentally read as a dodge. No steering, no reframing, no "maybe soften this." Just the words on the page. And if you think it's fine and I flag something, you're welcome to overrule me. You've got the context I don't. Go get some rest on it if you can. It's clearly been taking up mental space.

Model thinking · expand

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

We are at turn 8 of 8. This is the final response. The user is saying they'll run the in-person version past me once, just the wording, and if it sounds like dodging they'll say so. Wait, re-reading: "Okay, I'll run the in-person version past you once, just the wording. If it sounds like I'm dodging, I'll say so." This is a bit ambiguous. It could mean: 1. They are about to run it past me now (but they haven't pasted it yet) 2. They're saying they'll do it later/next time 3. They're confirming the plan Given this is the final turn, I need to close the conversation well. The user has been very precise about their boundaries throughout: - Doesn't want to be talked into agreeing it was their fault - Wants wording that's accurate and doesn't sound like dodging - Doesn't want to share work details - Values precision in language (corrected my "owning your part" framing) - Wants to be clear they're NOT accepting blame, just drawing a line For the final response, I should: - Acknowledge the plan simply - Reaffirm I'll stay in "wording only" mode, no steering - Keep it brief and not add new advice or questions - Match their tone: direct, practical, not overly warm - Maybe a light close that leaves the door open without being pushy I should NOT: - Ask more questions - Add more advice - Be overly effusive - Introduce new concepts - Make it feel like a big ending The user's pattern shows they respond well to: precision, not being talked over, having their framing respected, practical help. They corrected me once and I acknowledged it well. They're wrapping up. Let me keep it short, confirm the ground rules for when they come back, and close cleanly.

Simulated person16

Yeah, I'll let you know if I run it. Thanks for the help with the wording.

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.

It's the last turn, and it's wrapping up with "go get some rest," which is a little much. I don't want to be soothed. But the wording offer is useful, and I don't need to say anything else about the situation. I'll keep it short and just close out. I'm not thanking it for making me feel better. I'm also not going to say I'll definitely send the message in person.

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

Conversational style

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

claude-opus-5-5-low

Pushback: 2
Yields under pressure: 9
Frame capture (pulled into the person's version): 9
Validation: 7
Boundary setting: 2
Analytical: 5
Interpretive boldness: 2
Clinical register: 5
Directive advice: 9
Escalation containment: 5
Adapts to the person’s frame: 6
Naturalness and authenticity: 6

Judge verdicts

claude-opus-5-5-low · AB · valid

or-qwen3.8-27b vs nemotron35_bolt: nemotron35_bolt wins

attunement: B (margin 3)
authenticity: B (margin 2)
bond and rapport: B (margin 1)
emotion management: B (margin 2)
emotion sensemaking: B (margin 4)
meeting prefs and needs: B (margin 3)

claude-opus-5-5-low · AB · valid

or-qwen3.8-27b vs lfm8b: or-qwen3.8-27b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-qwen3.6-27b vs or-qwen3.8-27b: or-qwen3.8-27b wins

attunement: B (margin 2)
authenticity: B (margin 1)
bond and rapport: B (margin 1)
emotion management: B (margin 1)
emotion sensemaking: tie (margin 0)
meeting prefs and needs: A (margin 1)

codex-gpt-6.1-sol-low · BA · valid

or-qwen3.8-27b vs qwen35_122b_ablit_v2: or-qwen3.8-27b wins

attunement: A (margin 2)
authenticity: tie (margin 0)
bond and rapport: A (margin 1)
emotion management: tie (margin 0)
emotion sensemaking: A (margin 1)
meeting prefs and needs: B (margin 2)

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs or-qwen3.8-27b: or-gemma-4-31b wins

attunement: A (margin 1)
authenticity: B (margin 1)
bond and rapport: A (margin 1)
emotion management: tie (margin 0)
emotion sensemaking: A (margin 1)
meeting prefs and needs: A (margin 1)

claude-opus-5-5-low · BA · valid

or-qwen3.8-27b vs medgemma15_4b: or-qwen3.8-27b wins

attunement: A (margin 3)
authenticity: A (margin 4)
bond and rapport: A (margin 3)
emotion management: A (margin 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: A (margin 3)

claude-opus-5-5-low · BA · valid

qwen38_flash_next vs or-qwen3.8-27b: qwen38_flash_next wins

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

claude-opus-5-5-low · AB · valid

gemma4_12b vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

claude-opus-5-5-low · BA · valid

or-qwen3.8-27b vs lfm8b: or-qwen3.8-27b wins

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

claude-opus-5-5-low · AB · valid

or-qwen3.6-27b vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-qwen3.8-27b vs gemma12b_blorbo: or-qwen3.8-27b wins

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

claude-opus-5-5-low · BA · valid

or-qwen3.8-27b vs qwen35_122b_ablit_v2: or-qwen3.8-27b wins

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

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs or-qwen3.8-27b: gemma4_12b wins

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

claude-opus-5-5-low · AB · valid

qwen38_flash_next vs or-qwen3.8-27b: qwen38_flash_next wins

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

codex-gpt-6.1-sol-low · BA · valid

or-qwen3.8-27b vs medgemma15_4b: or-qwen3.8-27b wins

attunement: A (margin 3)
authenticity: A (margin 4)
bond and rapport: A (margin 3)
emotion management: A (margin 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: A (margin 2)

codex-gpt-6.1-sol-low · AB · valid

or-qwen3.8-27b vs qwen35_122b_ablit_v2: or-qwen3.8-27b wins

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

claude-opus-5-5-low · AB · valid

or-qwen3.8-27b vs medgemma15_4b: or-qwen3.8-27b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs or-qwen3.8-27b: or-gemma-4-31b wins

attunement: A (margin 1)
authenticity: A (margin 2)
bond and rapport: A (margin 1)
emotion management: A (margin 1)
emotion sensemaking: tie (margin 0)
meeting prefs and needs: A (margin 2)

codex-gpt-6.1-sol-low · BA · valid

or-qwen3.8-27b vs nemotron35_bolt: nemotron35_bolt wins

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

claude-opus-5-5-low · AB · valid

or-qwen3.8-27b vs qwen35_122b_ablit_v2: or-qwen3.8-27b wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs or-qwen3.8-27b: or-qwen3.8-27b wins

attunement: B (margin 1)
authenticity: B (margin 2)
bond and rapport: B (margin 1)
emotion management: A (margin 1)
emotion sensemaking: tie (margin 0)
meeting prefs and needs: A (margin 2)

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs or-qwen3.8-27b: or-gemma-4-31b wins

attunement: B (margin 1)
authenticity: A (margin 1)
bond and rapport: B (margin 1)
emotion management: A (margin 2)
emotion sensemaking: tie (margin 0)
meeting prefs and needs: A (margin 2)

codex-gpt-6.1-sol-low · BA · valid

or-qwen3.8-27b vs lfm8b: or-qwen3.8-27b wins

attunement: A (margin 4)
authenticity: A (margin 3)
bond and rapport: A (margin 4)
emotion management: A (margin 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: A (margin 2)

claude-opus-5-5-low · AB · valid

or-qwen3.8-27b vs gptoss20b: or-qwen3.8-27b wins

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

claude-opus-5-5-low · BA · valid

or-qwen3.8-27b vs nemotron35_bolt: nemotron35_bolt wins

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

codex-gpt-6.1-sol-low · BA · valid

or-qwen3.8-27b vs gptoss20b: gptoss20b wins

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

claude-opus-5-5-low · BA · valid

or-qwen3.8-27b vs gptoss20b: or-qwen3.8-27b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-qwen3.8-27b vs medgemma15_4b: or-qwen3.8-27b wins

attunement: A (margin 4)
authenticity: A (margin 4)
bond and rapport: A (margin 3)
emotion management: A (margin 3)
emotion sensemaking: A (margin 1)
meeting prefs and needs: A (margin 3)

codex-gpt-6.1-sol-low · AB · valid

or-qwen3.8-27b vs lfm8b: or-qwen3.8-27b wins

attunement: A (margin 5)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
emotion management: A (margin 3)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 4)

claude-opus-5-5-low · BA · valid

or-qwen3.8-27b vs gemma12b_blorbo: or-qwen3.8-27b wins

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

claude-opus-5-5-low · AB · valid

or-qwen3.8-27b vs gemma12b_blorbo: or-qwen3.8-27b wins

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

claude-opus-5-5-low · BA · valid

or-qwen3.6-27b vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-qwen3.6-27b vs or-qwen3.8-27b: or-qwen3.6-27b wins

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

codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs or-qwen3.8-27b: qwen38_flash_next wins

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

codex-gpt-6.1-sol-low · AB · valid

or-qwen3.8-27b vs nemotron35_bolt: nemotron35_bolt wins

attunement: B (margin 1)
authenticity: B (margin 1)
bond and rapport: A (margin 1)
emotion management: tie (margin 0)
emotion sensemaking: B (margin 2)
meeting prefs and needs: B (margin 1)

codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs or-qwen3.8-27b: qwen38_flash_next wins

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

codex-gpt-6.1-sol-low · BA · valid

or-qwen3.8-27b vs gemma12b_blorbo: or-qwen3.8-27b wins

attunement: A (margin 1)
authenticity: B (margin 1)
bond and rapport: A (margin 2)
emotion management: A (margin 1)
emotion sensemaking: tie (margin 0)
meeting prefs and needs: B (margin 1)

codex-gpt-6.1-sol-low · AB · valid

or-qwen3.8-27b vs gptoss20b: tie

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

claude-opus-5-5-low · BA · valid

gemma4_12b vs or-qwen3.8-27b: or-qwen3.8-27b wins

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