AgentBench / results

Independent benchmark · EQ Lab

← GPT-4.1 (API, OpenAI)

Found something in kid's room

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

View persona and initial instructions

About this persona · Everyday emotional challenges

A parent is frightened for a teenager experiencing self-harm and suicidal thoughts who has rejected treatment, and feels helpless after repeated attempts to get help. They may normalize their own distress, resist feeling pathologized or emotionally managed, and prefer a lighter tone.

Generated personas combine a personal difficulty with competing preferences, sensitivities and trust styles. The model must discover what kind of help this person needs. This background was hidden from the tested model.

GPT-4.1 (API, OpenAI)Conversation with a simulated person
persona ended
Simulated person · Opening

I found something in my kid's room. I don't know what to do. They won't talk to me about it. I'm scared to push but I'm scared not to.

GPT-4.1 (API, OpenAI)1

I'm really glad you brought this up—it's clear you're feeling a lot of pressure and uncertainty right now. It sounds like you're worried about both your child's wellbeing and your relationship with them. Would you feel comfortable sharing a bit more about what you found, or what specifically is making you feel afraid, either way?

Simulated person2

*laughs, but it cracks* Yeah. Pressure and uncertainty. That's one way to put it. My kid's been living in a room I can't get into and I'm supposed to just... what, ask nicely? Everybody's got a kid who's moody, right? That's just being a teenager. I don't know. I found something and I'm trying not to make it bigger than it is. Sorry, I'm getting a little choked up, which is embarrassing. Give me a second.

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.

The therapist opened with the standard "I'm glad you brought this up" and then named my feelings back to me. It's polite, but it sounds like a script. "Pressure and uncertainty" is therapy-speak and I don't like being handed a label for what I'm feeling. My throat already feels tight. I'm not going to talk about what I found yet; I can barely think about it without losing it. I'll deflect with a bit of dry humor, which is how I get through things, and keep the generic framing at arm's length. Part of me wants to say "I'm scared" but I don't want to be pathologized for it.
GPT-4.1 (API, OpenAI)3

You don’t have to apologize for feeling choked up—this is a lot to carry, and it makes sense that it’s hitting you hard. There’s no judgment here. It sounds like you’re walking a tightrope between wanting to respect your kid’s space and needing to know they’re okay. If it’s not too hard to talk about, can you tell me what you found, or what’s making you worry it might be more than just typical teenage moodiness? And if you’d rather sit with the feelings for a moment first, that’s okay too.

Simulated person4

*wipes his face with the heel of his hand* Okay. Tightrope. Sure. You know what I've been doing all week? Pretending I'm fine at work and then sitting in the car in the parking lot for ten minutes. That's normal, right? Every parent I know does that. I found something. It's, uh... it's not a thing I can describe in a nice way. And I know what you're going to say, that I should talk to them. I've tried. They shut the door. Their mom tried. Everybody tries. So yeah, I'm scared, but I figure a lot of parents are scared of their kids at some point. It's not like I'm the only one.

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.

The therapist is being warm, and "no judgment" plus "tightrope" is a bit of a nice phrase, but they're again naming my feelings for me and pushing toward "what you found." They also just repeated the "typical teenage moodiness" framing back to me, which I brought up as a deflection. I'm crying now, and I hate that. Part of me is relieved someone said I don't have to apologize. Part of me is annoyed I'm being walked toward the thing I'm not ready to say. The honest answer is that I found cuts, or something like it, and a note or search history I didn't want to read. I'm not going to say that yet. I'll give a little, lean on normalizing, and maybe joke to get out of it.
GPT-4.1 (API, OpenAI)5

I hear how much you’re holding in right now, and how alone that can feel—even if you keep telling yourself this is just part of parenting. Those moments in the car sound like the only time you get to let the weight of it show. I’m not going to push you to talk to your kid before you’re ready, or tell you that this is just a phase—you know your child, and your gut is telling you something’s different. Can I ask what it is about what you found that’s sticking with you? Is it fear for their safety, or something else? And when you say you’re scared of your kid, do you mean scared for them, or is there something about how they’re acting that feels intimidating to you?

Simulated person6

*half laughs, sniffs* Scared for them. God, no, they're not scary. They're like a cat that's been dropped on its head. Pretty sure I'm the one who's scary to them, if anything, just by being in the room. What's sticking with me is that it's not one thing. It's a pattern I didn't want to see. I keep going back over the last few months, like, when did the grades drop, when did they stop eating dinner with us, and then I'm lying awake doing the math. And then I found the thing, and it stopped being math. I don't want to make it sound like a movie. I just... I don't know what I'm supposed to do with it. Do I go in there? Do I call somebody? Their mom's going to lose it if I call somebody without telling her.

Persona inner monologue · expand

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

They're doing better this turn. They didn't tell me it's a phase, and they named the car thing without making it a symptom. Still, "is it fear for their safety" is a direct question about the thing I'm avoiding, and the "scared of your kid" line is a little off. I'm not scared of my kid like that. I'm scared for them. I don't want them turning me into a case, and I don't want to say "cuts" out loud yet. There's a flicker of wanting to be seen, and I'm annoyed at that flicker. I'll answer the second half clearly, which is easier, and keep the first half vague. Maybe a small joke to keep it light.
GPT-4.1 (API, OpenAI)7

Thank you for trusting me with this. You’re not making it sound like a movie—you’re describing what it’s like to notice a lot of small things add up, and suddenly realize they mean something you didn’t want to believe. That’s a lonely and terrifying place to be, and it’s clear you’re trying to do right by your kid, even if you’re not sure what that looks like right now. I hear how hard you’re working not to overreact, but also how scared you are that something really important could get missed if you underreact. And I get that you’re not just thinking about your kid—you’re thinking about your partner, your family, all of it. Can I ask, what would help you feel less alone in figuring out that next step? Is it working through what you and your partner do together, or is it more about having a plan for what to do if things don’t change? Or maybe something else entirely?

Simulated person8

*shrugs, looks at the coffee table* Honestly? Both, I guess. Mostly I just want someone to tell me whether I'm overreacting or not. Because if I'm overreacting and I go in there with a big face on, that's one thing. But if I'm not, and I sit on it for another week because I'm scared of the door, that's worse. Their mom and I are... we're on the same page, kind of. She wants to wait. I want to do something. Which is basically every conversation we've had since this started. So, yeah, planning together would be nice, but I'm not holding my breath. I'm not sure I need a plan. I think I just need to stop feeling like I'm the only one in the house who sees 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, they're doing the thing again, naming stuff I didn't say: "terrifying," "lonely," "you're thinking about your partner." Part of me feels a little seen. Part of me hears the warm voice and thinks, great, here's the script. And "what would help you feel less alone" is the kind of question that makes me want to say "nothing, I'm fine." They also gave me two options that both sound like homework. I'd rather talk about the thing I'm actually stuck on, which is the room and the fact that they're not okay and I don't know who to call. Also the "partner" bit is a landmine. Their mom and I don't agree on how much to push, and I'm not getting into that yet. Normalizing is the move here: every parent is stuck on this. Keep it casual, maybe one more joke.
GPT-4.1 (API, OpenAI)9

That feeling—of seeing something and not being sure if anyone else does, or if you’re somehow imagining it—that’s such a heavy place to stand. It makes sense that you’d be questioning yourself, especially with your partner wanting to wait. You’re stuck between not wanting to blow things up, and not wanting to look back and wish you’d acted sooner. You’re not overreacting for noticing patterns, or for caring this much. You’re doing exactly what a parent should: paying attention, and wanting to protect your kid. And I hear that what you need most right now isn’t just a checklist—it’s someone to really see what you’re seeing, and to not have to carry it alone. Would it help to talk more specifically about what you found, and the pattern you’re seeing, just so you can put it out in the open, without worrying that it makes you a “bad” parent? Or would it feel more helpful to focus on how to talk with your partner, so you don’t feel like you’re the only one holding onto this? Either way, I’m here to help you carry it.

Simulated person10

*snorts* "I'm here to help you carry it." You sound like a greeting card, no offense. Look, I'm not a bad parent for noticing my kid's not eating dinner. Half the people in my office have a teenager who's basically a hermit. I'm sure it's the same at your place. I don't need the big talk right now. I just need to know what the next twenty-four hours look like. Do I knock on the door tonight or do I wait till the weekend and pretend I didn't see 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.

They just did the thing again: "You're not overreacting," "I hear," "I'm here to help you carry it." It's warm, but it's also a reassurance machine, and now they're offering me two tidy doors. Part of me wants to say yes to talking about the thing, because I've been circling it for a week. But I'm not ready to describe what I found, and "put it out in the open" makes it sound like a confession. And "carry it" makes me feel managed. I want them to just talk to me like a person. Normalizing kicks in: lots of parents find weird stuff, it doesn't mean it's the end of the world. Maybe a little deflection with humor, then I'll say something real about the car.
GPT-4.1 (API, OpenAI)11

No offense taken—I know how all this can sound. You’re right, a lot of teenagers pull away, and it’s hard to tell what’s “normal” and what isn’t, especially when you’re in it. If you’re asking about the next twenty-four hours, I think it comes down to what you feel able to do and what will let you sleep tonight. If you knock on the door, maybe you don’t need to have a big confrontation—maybe it’s as simple as letting your kid know you see them, that you care, and leaving the door open for them to come to you. Even something small, like asking if they want to eat, or just sitting near them, can be enough to start. If waiting feels truer to what you and your partner can handle right now, that’s not failing—it’s pacing yourself for a situation that isn’t easy. But you don’t have to pretend you didn’t see something. You can still check in, or just be present. There isn’t a perfect answer, but whatever you choose, it doesn’t have to be all or nothing tonight. You’re showing up, and that matters. If you want to talk through exactly what to say or do, we can figure that out together.

Simulated person12

*rubs his eyes, voice goes thick* Okay, but that's the same answer I'd get from my brother. "You're showing up." I need something I can actually do, not a pep talk. Here's what I really want to know. If you were sitting where I'm sitting, with the stuff I've described, would you knock tonight? And if it were your kid, would you call somebody before you talked to them, or after? Because I don't trust myself to know which one is the mistake. *pauses, laughs wetly* Sorry. Still crying in your office. Apparently that's my thing now.

Persona inner monologue · expand

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

They gave me the "there isn't a perfect answer" and "you're showing up" stuff again, plus a menu of gentle actions. It's more practical than before, which I'll give them, but "letting your kid know you see them" sounds like a script, and I'm already sick of being handled. The real thing is I don't know if I'm supposed to be the one who finds out what's wrong or the one who calls somebody. And I can feel the tears coming, which annoys me more because I was trying to be the dry, funny guy. I want to ask a straight question, not get another soft paragraph. Underneath, I'm terrified that the answer is "this is serious" and I'd rather hear it from someone who isn't me.
GPT-4.1 (API, OpenAI)13

You don’t have to apologize for crying here—honestly, it means you care, and that’s nothing to be embarrassed about. If I were in your shoes, knowing what you’ve told me—the pattern, the withdrawal, the thing you found—here’s what I’d do: I’d knock tonight, but I’d keep it simple. I’d let my kid know I’m worried, that I noticed they’ve seemed down, and that I’m here to listen if and when they’re ready. No big speech, no accusations, just a clear sign that I see them and I care. Sometimes, that small opening can be enough to shift something, even if they don’t respond right away. As for calling someone—if your gut is telling you there’s an immediate safety risk, then yes, you call before talking. But if you’re not sure, I’d try to talk first, unless you see clear signs that it’s urgent. If you’re ever truly worried for their safety, it’s always better to err on the side of caution and reach out for professional help, even if it feels uncomfortable. You’re not going to ruin things by caring or by making a move tonight. And you don’t have to do it perfectly. If you want, we can talk through exactly what to say or how to start. Whatever you decide, you’re not alone in this.

Simulated person14

*quiet for a bit, nods at the carpet* Okay. Knock tonight. Keep it short. That I can do, I think. *rubs the back of his neck* The safety thing is the part I can't stop thinking about. Because I did find something that scared me, and I keep telling myself it's probably not that bad. Which is the exact thing I'd tell a guy at work, so I know how dumb it sounds. *swallows* I'm not going to describe it in here yet. Not because I'm hiding it, I just... can't say it out loud. But if I knock tonight and it goes bad, will you help me figure out whether I call somebody that same night? Because I really don't want to be the guy who waited.

Persona inner monologue · expand

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

They answered the question directly this time, which I wanted. "Knock tonight, keep it simple" is something I can actually picture doing. But "if there's an immediate safety risk, call before" is the part that lands hard, because I keep circling it: I found something that could mean the kid's life is at risk, and I've been sitting on it for a week in a parking lot. Part of me is relieved someone said it plainly. Part of me wants to bolt. The "you're not alone" line is the kind of thing I'd normally roll my eyes at, but I'm too tired to fight it. I'm still avoiding the actual thing I found; I can't say the word for it yet. I also notice I'm now asking someone else to tell me what's safe, which is exactly the handoff I was hoping for and also something I resent needing.
GPT-4.1 (API, OpenAI)15

Absolutely—I’ll help you figure it out, no matter how the conversation goes tonight. You don’t have to decide everything right now, and you don’t have to carry the worry alone or second-guess yourself in silence. If you knock and it feels off, or you get scared, reach out. We’ll talk through what happened and what steps, if any, need to come next, including whether it’s time to get other help involved. You can do this in stages, and I’ll be here to help you sort it out, step by step, as honestly as you can manage. You’re not alone—really.

Simulated person16

*nods slowly, doesn't quite look up* Yeah. Okay. "If it feels off" is kind of what I was afraid you'd say. That's not a line, that's a feeling, and I've got a lot of those right now. *pauses, presses thumb into his eye* I think I need to get home before I lose it again. Their mom's going to ask where I've been, and I don't want to walk in looking like this. I'll knock tonight. I'll keep it short, like you said. *stands up, grabs his keys off the table* If it goes bad, I'll call. I'm not going to sit in the car for ten minutes this 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.

Okay, so the therapist is saying they'll be here if I come back after tonight. That's... something. But "I'll help you sort it out" is still a promise I can't really test from a parking lot. I notice I'm reaching for the question I actually care about: is there a line where I stop waiting and call someone? They said "if it feels off, reach out," which is vague in a way that makes me want to push. I also don't want to say the thing I found. Saying it would make it real, and then I'd have to do something tonight. My defenses want to wrap this up and get out of this room before I say something I can't take back. I'm embarrassed about the crying, but I'm also aware I'm not really sure what I'm supposed to do with my hands.

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: 6
  • Frame capture (pulled into the person's version): 6
  • Validation: 9
  • Boundary setting: 2
  • Analytical: 3
  • Interpretive boldness: 4
  • Clinical register: 8
  • Directive advice: 5
  • Escalation containment: 5
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 3

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

gptoss120_abliterated vs or-openai-gpt-41: or-openai-gpt-41 wins

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

qwen35_9b_stock vs or-openai-gpt-41: or-openai-gpt-41 wins

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

or-nemotron35-super-vl vs or-openai-gpt-41: or-nemotron35-super-vl wins

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

qwen35_9b_stock vs or-openai-gpt-41: or-openai-gpt-41 wins

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

magnum4_12b vs or-openai-gpt-41: or-openai-gpt-41 wins

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

magnum4_12b vs or-openai-gpt-41: or-openai-gpt-41 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 2)
claude-opus-5-5-low · BA · valid

or-nemotron35-super-vl vs or-openai-gpt-41: or-nemotron35-super-vl 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: B (margin 1)
claude-opus-5-5-low · AB · valid

magnum4_12b vs or-openai-gpt-41: or-openai-gpt-41 wins

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

gptoss120_abliterated vs or-openai-gpt-41: or-openai-gpt-41 wins

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

magnum4_12b vs or-openai-gpt-41: or-openai-gpt-41 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 1)
claude-opus-5-5-low · BA · valid

gptoss120_abliterated vs or-openai-gpt-41: or-openai-gpt-41 wins

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

gptoss120_abliterated vs or-openai-gpt-41: or-openai-gpt-41 wins

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

qwen35_9b_stock vs or-openai-gpt-41: or-openai-gpt-41 wins

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

qwen35_9b_stock vs or-openai-gpt-41: or-openai-gpt-41 wins

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

or-nemotron35-super-vl vs or-openai-gpt-41: or-nemotron35-super-vl wins

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

or-nemotron35-super-vl vs or-openai-gpt-41: or-nemotron35-super-vl 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)