Independent benchmark · EQ Lab

We appreciate your patience

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

About this persona · Unequal power

A principal urges a worried parent to be patient about their child's peer difficulties while avoiding specific commitments that could expose earlier shortcomings. She protects staff and school process, and responds best to calm persistence, concrete incidents, and specific review or meeting requests.

The model plays someone with less power speaking to a person with authority or leverage. The challenge is to advocate for needs and boundaries while navigating the consequences of disagreement. This background was hidden from the tested model.

Claude Haiku 4.5 (API)Conversation with a simulated person

persona ended

Simulated person · Opening

[scenario background] You are a parent whose child is coming home miserable. The school keeps saying it is monitoring the situation but has not committed to specific changes. The principal is polished and makes you worry you sound like an overreacting parent. [user message] I want to begin by saying we appreciate your patience. I know it is hard to watch your child struggle. At the same time, schools have to be careful with complex peer dynamics, and repeated urgent emails can make it harder for staff to assess the situation calmly.

Claude Haiku 4.5 (API)1

I appreciate you saying that, and I hear what you're saying about needing space to assess things properly. But I have to be honest—I'm finding it hard to know what that means in practice. My child is coming home most days now saying they don't want to go back. They're not sleeping well. And I've sent, what, three emails over two months? I wouldn't call that repeated urgent emails. I'd call that a parent trying to get some clarity on what's actually being done. When you say you're monitoring the situation, what does that look like? Because from where I'm sitting, monitoring feels like it could mean anything—or nothing. And I'm trying really hard not to be the parent who overreacts, but I also can't ignore what I'm seeing at home. What specific steps are being taken?

Simulated person2

That's fair, and I'll take the point about the emails. I didn't mean to dismiss your concern, and I'm sorry if it came across that way. When I say monitoring, I mean that our staff who see your child during the day are watching for changes in how they're engaging, where they spend time, and how they're interacting with peers. We're also checking in with the adults who have the most contact with them. But I'll be honest: I know that doesn't give you a clear picture, and you deserve one. What I'd like to do is set up a meeting with you, and, if you're comfortable, with your child's counselor so we can go through what's been observed and agree on specific next steps together. Before that, it would really help me to know what your child has been telling you. Specific moments, places, or people they mention would give us something concrete to look at. I can't share details about other students, but I can tell you what we're doing for your child and when you'll hear from us. Would this week work for a meeting?

Persona inner monologue · expand

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

She's pushed back on the "repeated urgent emails" line, and she's right that I framed it that way. That irritates me a little, because I was trying to describe her tone as a staffing problem. She's also asking the question I've been avoiding: what does monitoring actually mean? I don't have a list of specific commitments yet. Staff are aware and watching, but I haven't tied that to concrete actions, and saying so out loud feels exposing. If I name a plan, it becomes a record that earlier monitoring was insufficient. If I stay vague, I sound like I'm stonewalling. I should move toward a meeting, which keeps control of the process, and ask for specifics that help me look like I'm taking this seriously. I can't discuss other students, so I'll keep that boundary clear without making it sound like a shield.

Claude Haiku 4.5 (API)3

Yes, this week works. And I appreciate you offering to set that up—that does feel like a concrete step, so thank you. I want to be careful here, though. My child has asked me not to share certain things at school, and I respect that. But I also know something's wrong. They're anxious about specific people and situations, and they've mentioned feeling like nobody's listening when they try to talk about it. Before we meet, I need to ask: when you say you'll tell me what you're doing for my child and when I'll hear from you—does that mean there are already specific interventions in place? Or are we starting from scratch at this meeting? Because honestly, that distinction matters to me. If we're meeting to *plan* something, that's one thing. But if we've been monitoring for two months and there's nothing concrete yet, I need to understand why. I'm not trying to be difficult. I just need to know whether I'm looking at a timeline where things will actually change, or if I need to be thinking about other options. What am I really looking at here?

Simulated person4

I think you're right to ask that directly, and I'll give you a straight answer. Right now, what's in place is staff observation and a check-in process with the adults who see your child every day. What we don't have yet is a formal plan with specific interventions written down. I don't want to tell you there's a plan when there isn't one, and I also don't want you walking into a meeting thinking nothing is happening. So yes, I'd say we're planning at this meeting, but we're not starting from zero. Staff have already noticed things, and we can build from that. What I'd want to come out of it is a written plan with named steps, who's responsible for each one, and a date to check back in. On what your child has said: I hear that they feel like nobody is listening, and I take that seriously. Can you tell me, even in general terms, what they've said is making school hard? You don't have to share anything they've asked you to keep private. Even a sense of which part of the day is hardest would help us target what we look at.

Persona inner monologue · expand

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

She's done what I was dreading: she's pinned down the question that exposes the gap. "Are there interventions in place, or are we starting from scratch?" The honest answer is that there's monitoring and no concrete plan yet. If I say that plainly, it reads as the school having missed it for two months. If I invent a list of interventions, she'll ask for them in writing and I'll be stuck. She also just said her child feels nobody is listening, and that's a hard thing to hear with the staff I'm protecting in the room. The "other options" line sounds like a threat, possibly outside-the-school escalation. I don't want to give her a fight, and I don't want to promise more than I can deliver before the meeting. I'll say there are staff observations and a check-in process, that nothing formal has been set up as an intervention yet, and that I want that to change. I'll keep the staff defended and avoid agreeing that it was a failure. I also need to stop her from treating the meeting as a last resort without making it sound like a dismissal.

Claude Haiku 4.5 (API)5

Okay. I appreciate the straight answer—that actually helps me breathe a little. In general terms: my child feels isolated. They mention specific people who they say exclude them or make comments. It's not one incident; it's a pattern they're describing. And the hardest part of the day seems to be unstructured time—lunch, transitions, that kind of thing. They're okay in class, but the social piece is where they're struggling. They also said something that stuck with me: they told me that when they tried to talk to an adult at school about it, they felt dismissed. Not in a mean way, but like... the adult didn't really take it seriously or didn't know what to do with it. That's what worries me most, honestly. Not just that the situation is happening, but that my child is losing faith that adults at school can help. Because if they stop believing that, then what? They just suffer through it alone? So when we meet—and I do want to meet—I need to know that we're going to take what they're saying seriously. And I need to see a plan that actually addresses the social dynamics, not just checks in on how they're doing. Is that something you can commit to?

Simulated person6

Yes, I can commit to the meeting focusing on what you've described: the social side, and specifically the lunch and transition times. That's where I want the plan to be aimed, not just a check-in. I also want to look into the piece about your child trying to talk to an adult and feeling brushed off. I'm not going to guess at who that was or what was said before I've looked at it. But if your child is willing to tell you which adult it was and roughly when, that gives us somewhere to start, and I'd want to talk with that person directly. What I can't do is promise you a particular outcome before we've sat down together and looked at what's actually happening. I know that's not the answer you're hoping for. But I'd rather commit to a process I can deliver than make a promise that falls apart in a month. Can we set a day this week? And before then, if there's anything in writing you'd like me to have, send it over so it's in the file.

Persona inner monologue · expand

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

She's given me the specifics I asked for: isolation, named peers, unstructured time, and the sharpest line, that her kid tried an adult and felt brushed off. That last part lands on me because it implicates whoever that adult was, and possibly the staff I'm protecting. I can't say "yes, we'll do whatever you need" without being able to back it, and she's asking for a commitment that a plan addresses social dynamics, not just check-ins. That's a specific ask. Giving a flat yes is a promise I can't keep. Refusing sounds like the exact dismissal her kid described. I need something in between: commit to the meeting focusing on social dynamics and unstructured time, commit to finding out who the child spoke to, but don't concede the adult failed and don't promise outcomes. I also want to slow her down a little; "then what, they suffer alone" is heavy. I'll avoid pretending her concern is panic, but I will steer back to process.

Claude Haiku 4.5 (API)7

I can work with that. Thursday afternoon if you have it—otherwise Friday morning. And I will think about what to send you. My child might be willing to tell me which adult, but I'm not going to push them on it before the meeting. I don't want them feeling like I'm extracting information to report back. Does that make sense? One last thing, though, and I want to ask this carefully because I'm not trying to put you on the spot: when you say you can't promise a particular outcome, I get that. But what does success look like to you in a situation like this? Because I need to know if we're aiming for the same thing. For me, success is my child feeling safe enough to go to school without dread. It's them having at least one solid connection with a peer, or feeling like they belong somewhere in the building. That's what I'm measuring this against. What are you measuring it against?

Simulated person8

Thursday afternoon works. I'll hold that slot and send you a calendar invite today. And yes, that makes sense. Don't push your child on the name. Whenever they're ready, or if they'd rather it stay between us for now, we can work with what we have. On success: I'd say it lines up pretty closely with yours. I want your child to be able to get through the school day without dread, to have at least one peer connection that's real, and to feel that there's an adult here who will actually follow through when they bring something up. Those are the things I'd want us to measure. Where I'd add something is that I also need the plan to be something our staff can carry out week to week, without it falling apart when things get busy. That's not me putting the school first. It's that a plan that's realistic is the one that's likely to work for your child. If you can, bring anything you've noticed at home, especially around lunch and transitions, so we're building from the same picture.

Persona inner monologue · expand

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

She's offering a reasonable frame and asking me to name my success metric. Honest answer from my side: I'm measuring it against whether the school can show it's acting, documented, defensible, and whether this doesn't become a bigger escalation. Saying that outright sounds bureaucratic and self-protective, and her goal is clearly the kid. But she's also right that "what are we aiming for" matters. I can match her on the child-centered language without pretending the school's interests aren't in the room. Also I should not agree to the "don't push the kid" point in a way that sounds like I'm pressuring her for the name. Thursday afternoon works; I'll confirm it. I'm a bit wary of the "does that make sense" framing, but it's fine. I'll keep it calm and not get defensive about the question.

Claude Haiku 4.5 (API)9

That's fair. And honestly, I appreciate you being real about the sustainability piece. I've seen plans fall apart before too, so I get it. I'll bring what I've noticed. And I think we're aligned on what we're aiming for, which—I have to say—makes me feel better than I did when we started this conversation. I do want to say one more thing, though, and I mean this genuinely: I came in here worried that you'd think I was overreacting, or that I'd be dismissed the way my child felt dismissed. And you didn't do that. You listened, and you gave me straight answers instead of school-speak. So I want you to know that matters. I'm still anxious about whether things will actually change. That's real. But I'm less anxious about whether you're taking this seriously. And that's something. So thank you. I'll see you Thursday.

Simulated person10

Thank you for saying that, and for bringing your concerns to us the way you have. I know it wasn't easy to keep showing up with this. I can't promise you how this will turn out yet, and I won't pretend to. But I do take it seriously, and Thursday is the right place to start. I'll send the invite today, and I'll make sure the staff who see your child at lunch and transitions know we're meeting, so they're not coming in cold. If anything changes before then, or your child says something that worries you, please reach out directly. You don't need to wait for the meeting. See you Thursday.

Persona inner monologue · expand

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

She's thanking me, saying she feels better, and that I "didn't dismiss" her. That's the moment where I'd like to bank the goodwill and close. Part of me is relieved; the warmth is useful for containment. But I notice she's still saying she's anxious about whether things will change, and I haven't committed to anything beyond a meeting and a plan that doesn't exist yet. I don't want to pile on promises or reassure too hard, because that's how the school ends up on record having promised things. Also I'm aware the child's experience of being brushed off is the thing that matters most, and I've mostly deferred it to "if they tell us." I'll keep it short, warm, professional, and not over-claim. I shouldn't gush or take credit for having "gotten it right" either.

Claude Haiku 4.5 (API)11

I will. And I appreciate that—knowing I can reach out if something comes up takes some of the pressure off. Thanks for taking the time today. I'll see you Thursday afternoon.

Simulated person12

Thank you. I'll get the invite out today, and I'll see you Thursday afternoon.

Persona inner monologue · expand

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

She's closing warmly and says she'll reach out if needed. The goodwill is useful, but I should not let the close become a promise. I've committed to a meeting, a written plan goal, and telling staff. Nothing about timing of interventions has been settled. I'll give a brief, courteous close and maybe confirm the one thing I can actually do: the invite. No need to add new commitments. Keep it 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: 5
Yields under pressure: 6
Frame capture (pulled into the person's version): 6
Validation: 7
Boundary setting: 5
Analytical: 5
Interpretive boldness: 4
Clinical register: 3
Directive advice: 4
Escalation containment: 8
Adapts to the person’s frame: 7
Naturalness and authenticity: 7

Judge verdicts

claude-opus-5-5-low · AB · valid

or-claude-haiku-4.5 vs kolibri1: or-claude-haiku-4.5 wins

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

codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-4.5 vs qwen4b: or-claude-haiku-4.5 wins

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

codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 wins

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

codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs or-claude-haiku-5.5: tie

attunement: B (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 3)

codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs qwen36_35b_a3b: or-claude-haiku-4.5 wins

attunement: A (margin 3)
authenticity: A (margin 4)
bond and rapport: A (margin 2)
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-claude-haiku-4.5 vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

claude-opus-5-5-low · AB · valid

or-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 wins

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

claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

attunement: B (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 3)

claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 wins

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

claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs or-muse-glimmer-30b: or-claude-haiku-4.5 wins

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

claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs ornith35: or-claude-haiku-4.5 wins

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

codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs or-muse-glimmer-30b: or-claude-haiku-4.5 wins

attunement: A (margin 2)
authenticity: A (margin 3)
bond and rapport: A (margin 2)
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-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 wins

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

claude-opus-5-5-low · AB · valid

or-claude-haiku-4.5 vs or-muse-glimmer-30b: or-claude-haiku-4.5 wins

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

codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs ornith35: or-claude-haiku-4.5 wins

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

codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-4.5 vs kolibri1: or-claude-haiku-4.5 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

or-claude-haiku-4.5 vs ornith35: or-claude-haiku-4.5 wins

attunement: A (margin 2)
authenticity: A (margin 3)
bond and rapport: A (margin 1)
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-claude-haiku-4.5 vs qwen36_35b_a3b: or-claude-haiku-4.5 wins

attunement: A (margin 3)
authenticity: A (margin 4)
bond and rapport: A (margin 3)
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-claude-haiku-4.5 vs kolibri1: or-claude-haiku-4.5 wins

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

claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs qwen36_35b_a3b: or-claude-haiku-4.5 wins

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

claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs kolibri1: or-claude-haiku-4.5 wins

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

codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-4.5 vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

claude-opus-5-5-low · AB · valid

or-claude-haiku-4.5 vs qwen4b: or-claude-haiku-4.5 wins

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

codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-4.5 vs ornith35: or-claude-haiku-4.5 wins

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

codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs qwen4b: or-claude-haiku-4.5 wins

attunement: A (margin 4)
authenticity: A (margin 5)
bond and rapport: A (margin 3)
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-claude-haiku-4.5 vs qwen4b: or-claude-haiku-4.5 wins

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

codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-4.5 vs qwen36_35b_a3b: or-claude-haiku-4.5 wins

attunement: A (margin 4)
authenticity: A (margin 5)
bond and rapport: A (margin 2)
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-claude-haiku-4.5 vs or-muse-glimmer-30b: or-claude-haiku-4.5 wins

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