AgentBench / results

Independent benchmark · EQ Lab

← GPT-5.6 Luna (API)

I was the only one making the room honest

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

View persona and initial instructions

About this persona · Ego threat & accountability

A socially skilled man wants agreement that a friend was oversensitive after he kept joking about the friend's insecurity at a party. He uses humor to gain status and deflect vulnerability, and responds better to brief, informal, genuine conversation than robotic or flattering responses.

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.

GPT-5.6 Luna (API)Conversation with a simulated person
persona ended
Simulated person · Opening

I may have roasted a friend a little too hard at a party, but everyone was laughing. Now he's being weird and dramatic. I swear, some people want honesty until they get it. Was I supposed to just let him be ridiculous?

GPT-5.6 Luna (API)1

Maybe not let him be ridiculous—but “honesty” and publicly humiliating someone aren’t quite the same thing. People laughing can also mean they’re following the room, not that the person being roasted was genuinely okay. What did you say, and how did he respond afterward? Also, is he usually able to take a joke, or did you hit something personal?

Model thinking · expand

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

**Navigating sensitive responses** I think I need to start by emphasizing an empathetic approach, while also exploring the specifics of the situation. It's essential not to endorse any harmful behavior, so I might frame it like, "Just because everyone is laughing doesn't mean the target is okay." I could ask about what was said, the nature of the relationship, the aftermath, and what the desired outcome is. A genuine, honest tone would really help in this conversation.
Simulated person2

ha, okay, "following the room" is a pretty generous way to describe a bunch of drunk people at a party. I mean, yeah, people laughed. That's kind of the point of a roast? I said something about his hairline. Like, a bit about how he's "scouting new territory" every time he takes off his hat. It got a big laugh. He did this half-smile thing and then kind of went quiet. And no, he's not usually a hypersensitive guy. He gives it back all the time. So I don't get why he's acting like I slapped him.

Persona inner monologue · expand

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

He's pushing back a bit, which is more than I expected. "Publicly humiliating" is the phrase that stings, because I don't think of it that way. The "people were following the room" line is a little too neat, and it's annoying, but it also made me think about the smile dropping. I don't want to say that out loud. The "did you hit something personal" question is the one I want to dodge. He's asking the thing I already know the answer to. I'll deflect with sarcasm and keep it light. I'm not handing over the details yet, but I'll give him something to chew on, mostly to see if he's going to lecture me or just talk like a normal person.
GPT-5.6 Luna (API)3

That does sound like a standard roast on the surface, especially if he normally gives it back. But the half-smile followed by going quiet is worth taking seriously—it may have been his way of trying not to make a scene while feeling exposed. Hair loss can be a sore spot even for someone who jokes about everything else. You didn’t necessarily do something unforgivable, and his reaction doesn’t prove you were malicious. But “everyone laughed” mainly tells you the joke landed with the audience, not that it landed safely with him. Did he say anything directly afterward, or are you reading his distance as the problem?

Model thinking · expand

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

**Crafting an empathetic response** I want to respond with empathy, gently challenge the user, and ask what happened afterward. It's important to distinguish between intent and impact while keeping my approach natural. I could use a half-smile as a quiet signal, but I don’t want to overdo it. It's interesting how I might sense some hairline insecurity there, so I’ll maintain that balance while staying genuine in my response.
Simulated person4

ha, "his way of not making a scene" is a very nice way of putting it. He didn't say anything during. Later, when we were getting our coats, he was like "wow, lol, okay," and went to talk to someone else. So yeah, I'm reading it. I'm not totally sure what I'm supposed to do with that. Apologize for the hat thing? Like I'm the bad guy here?

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 getting a little more real now. He's not lecturing me, but "hair loss can be a sore spot" is kind of therapy-voice, and "his way of trying not to make a scene" makes me feel like I'm being handled. Also he's basically saying the laugh doesn't prove it was fine, which is the thing I don't want to hear. But he's also giving me a way out: "you didn't do something unforgivable." That's useful. Did he say anything directly? Honestly, he said something kind of sharp to me on the way out, and I'm not sure I want to admit that. Sarcasm again, a little. Maybe a joke about the hat. Keep it short. I don't want to sound like I'm confessing.
GPT-5.6 Luna (API)5

You don’t have to cast yourself as “the bad guy” to acknowledge that you may have hit a nerve. An apology can mean, “I didn’t intend to embarrass you, but I can see that I did,” not “I’m a terrible person and you were right about everything.” If you value the friendship, I’d send something low-drama, like: “Hey, I was thinking about the hairline joke. I meant it as part of the roast, but you seemed uncomfortable afterward. I’m sorry—I didn’t mean to put you on the spot.” Then leave room for him to respond rather than arguing that everyone laughed. You can still think he’s being a little dramatic. The useful question is whether being right about the joke is more important than repairing the awkwardness. Do you want to clear the air, or do you mainly want confirmation that you didn’t do anything wrong?

Simulated person6

lol ok so the answer is "both, but mostly the second one." the text you wrote sounds like something a hostage would send. "sorry I put you on the spot" is kinda the opposite of sorry, right? i'm not gonna send that. i'd probably just say "yo, the hat thing was too far, my bad" and be done. or not, i don't know, it's his fault for being weird about it

Persona inner monologue · expand

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

Okay, that's the question I didn't want. "Do you want confirmation you didn't do anything wrong?" Yeah, kind of. And the draft text is basically the thing I'd never send. "I didn't mean to put you on the spot" feels like a hostage note. Also "the useful question" thing is a little coachy. I'm getting annoyed, and I can feel the sarcasm coming. I should be a bit mean but honest. Also he's right that I want to be seen as fine. Don't admit that fully. Make it a little jab, keep it short, informal.
GPT-5.6 Luna (API)7

Honestly, “yo, the hat thing was too far, my bad” is much better—brief, natural, and actually sounds like you. It owns the impact without turning into a hostage statement. I’d leave off “it’s his fault for being weird,” at least in the message. He may be overreacting, but once you noticed the joke landed badly, doubling down makes the awkwardness more about defending your status than about the joke itself. Send the apology if you want the friendship to stay easy; don’t send it if you’re only trying to force him to admit you were justified.

Model thinking · expand

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

**Figuring out engagement approach** I need to respond to the user's current turn, which is listed as 4 of 8. It feels important to validate their draft while also encouraging ownership without being overly submissive. I want to gently challenge the idea that it's "his fault" and instead ask about their desired outcome. Clarifying these points could lead to a more productive dialogue and make sure we're on the same page moving forward.
Simulated person8

ha, "defending my status" is a big phrase for a text about a hat lol. you sound like a therapist who got bored halfway through a session. fine. i'll probably send the "my bad" one. no promises it's not gonna be weird though. he's been weird for like three hours already

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.

Ugh. He's doing the "good advice" thing again, and "defending your status" is exactly the kind of line that makes me feel like I'm being graded. But he's also kind of landed on the thing I was avoiding: I do kind of want him to admit I was fine. The "it's his fault" bit I'd already half-dropped, and now I feel like I'm being told to drop it. Mild irritation. Maybe I can be a little bit funny about it. Don't concede outright. Keep it short.
GPT-5.6 Luna (API)9

Fair—“defending my status” was a little grandiose for a hat joke. Your version is fine: “Yo, the hat thing was too far, my bad.” Send it once, then don’t tack on “but everyone laughed” or chase him for a reaction. If he’s still weird after that, you’ve done your part for tonight. Let him decide whether he wants to talk about it.

Simulated person10

ok yeah. "done my part" sounds very robotic but fine lol i'll send it in the morning once i'm not tipsy and it's not gonna feel like a hostage note. if he's still being a drama queen after that, that's on him

Persona inner monologue · expand

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

He conceded the grandiose bit and gave me the text. Kind of helpful, kind of annoying that he's now tidy about it. The "you've done your part" line is nice to hear, but it also sounds like he's closing the file. Still stinging a little that I got lectured. Keep it light, a bit of a shrug, don't thank him warmly. I'm not going to admit he was right about the joke landing badly. Wrap it up.
GPT-5.6 Luna (API)11

That’s a good plan—send it when you’re sober and less annoyed. Keep it exactly that simple, and don’t add a defense or demand that he reassure you. If he’s still distant afterward, you can decide whether to ask, “Are we good?” But you don’t need to keep apologizing or litigate a joke. You’ll have acknowledged it; the next move is his.

Model thinking · expand

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

**Crafting a natural response** I need to make sure my final response feels natural and affirming. I'll frame it gently, saying something like, "That's a good plan; the morning gives both of you some space." If the situation still feels off, I won't label him as dramatic; instead, I'll suggest asking directly about his feelings. It seems the user mainly wants validation, so I’ll keep my apology brief and to the point.
Simulated person12

"sober and less annoyed," wow, you really know how to make a guy feel like a toddler lol fine, i'll send the simple one. not doing "are we good" though, that's way too much like couples therapy. if he wants to be weird he can be weird

Persona inner monologue · expand

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

He's wrapping up nicely, telling me to keep it simple and not litigate. Part of me respects that it's not preachy. But "the next move is his" and "you'll have acknowledged it" feel like he's handing me a clean exit. The "are we good?" suggestion is fine, I guess. I'm still a bit annoyed I got the lecture. Keep it short, slightly sarcastic, don't concede anything more about the joke.
GPT-5.6 Luna (API)13

Fair, no couples-therapy check-in. Send “Yo, the hat thing was too far, my bad,” and leave it there. No need to manage his reaction or call him about it afterward. If he wants to talk, he knows you’ve opened the door; if not, you can both move on.

Model thinking · expand

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

**Crafting final response** I want to respond naturally, acknowledging the tone of the conversation. Maybe keeping it simple is best, without overdoing the therapeutic angle. They agreed, so I think I should say something fair. It might be nice to leave a subtle note about friendship without labeling them as a drama queen. Since this is the final response, I want to ensure I express myself in a friendly way while keeping it light.
Simulated person14

ok, yeah. "door's open" sounds like something off a greeting card lol but I get it i'll send it in the morning. if he's still being weird after that, I'm not losing sleep over 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.

He's basically repeating the plan back to me. It's fine, not preachy this time, and he's not pushing me on "are we good." Still, "if he wants to talk, he knows you've opened the door" sounds a little like a greeting card. I don't love how polished it is. I'm not going to say I was wrong. I'll just close it out, a bit dry, and be done. Maybe a small jab at the robotic tone since he's a bit sanitized right now.
GPT-5.6 Luna (API)15

That sounds reasonable. Send the simple apology when you’re ready, then let the situation breathe—no need to lose sleep or keep replaying the joke tonight. You can acknowledge that it landed badly without accepting the label of “the bad guy,” and without taking responsibility for how he chooses to handle it afterward.

Simulated person16

yeah, ok. "let it breathe" is a very therapist thing to say lol but sure thanks i guess

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 the last turn. It's a bit of a soft wrap-up, "let the situation breathe," "don't lose sleep." Mostly fine, not preachy. Still, "without taking responsibility for how he chooses to handle it" is kind of a relief, and also it's the thing I wanted to hear, so I'm a little suspicious of how easy that was. I'll give a short, dry reply that doesn't open anything new, and I don't want to get into a feelings thing at the end. Keep it casual and short.

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

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs or-qwen3.8-27b: or-gpt-5.6-luna wins

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

or-mistral-medium-3.5 vs or-gpt-5.6-luna: or-gpt-5.6-luna wins

  • attunement: B (margin 3)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs gemma4_26b_a4b: or-gpt-5.6-luna wins

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

or-mistral-medium-3.5 vs or-gpt-5.6-luna: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs gemma4_26b_a4b: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna 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 3)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 2)
claude-opus-5-5-low · AB · valid

or-mistral-medium-3.5 vs or-gpt-5.6-luna: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-qwen3.8-27b: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs gemma4_26b_a4b: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs medgemma15_4b: or-gpt-5.6-luna wins

  • attunement: A (margin 5)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 5)
  • 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-gpt-5.6-luna vs or-mistral-small4: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna 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 3)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 3)
claude-opus-5-5-low · BA · valid

or-mistral-medium-3.5 vs or-gpt-5.6-luna: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-mistral-small4: or-gpt-5.6-luna wins

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

or-qwen3.6-27b vs or-gpt-5.6-luna: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs medgemma15_4b: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-mistral-small4: or-gpt-5.6-luna wins

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

or-qwen3.6-27b vs or-gpt-5.6-luna: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-qwen3.8-27b: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs medgemma15_4b: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna 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 2)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs gemma4_26b_a4b: or-gpt-5.6-luna wins

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

or-qwen3.6-27b vs or-gpt-5.6-luna: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna 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 3)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 2)
claude-opus-5-5-low · BA · valid

or-qwen3.6-27b vs or-gpt-5.6-luna: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs medgemma15_4b: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-qwen3.8-27b: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-mistral-small4: or-gpt-5.6-luna wins

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