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.

Magnum v4 12B Q4_K_MConversation 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.

Magnum v4 12B Q4_K_M1

I appreciate you coming in to discuss this. I know it's been a difficult situation for [Child's name] and the whole family. The school has been monitoring the situation, but I share your frustration that we haven't seen more concrete progress. I want to better understand the full context. Can you tell me more specifically what [Child's name] has shared about their experiences and the impacts it's having? And what changes have you hoped to see from the school?

Simulated person2

Thank you. I know this has been hard on [Child's name], and I can hear how much you're carrying with it. I'd like to hear the specifics, because general concerns are hard for us to act on. If you can tell me what [Child's name] has described, when it's happened, where, and how it's affected them day to day, like sleep, attendance, or how they're feeling at home, that gives us something concrete to work from. As for what you'd like to see, tell me what you're hoping for, even if it's not something we can promise yet. I'd also like to set up a meeting with [Child's name]'s counselor and teacher, so we can go through what's been observed and what the monitoring has actually looked like. Would this week or next work for you?

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.

This opening is calmer than the emails led me to expect, and it puts me in a position where I can't just wave it off. Still, asking what the child has shared is a question that could turn into a list of incidents I'd then have to answer for. If I start detailing what staff did or didn't see, that reads as the school defending itself. I'd rather get the parent's specifics in a form I can route through our process. "Share your frustration" is a phrase I used to sound warm, but I didn't commit to anything with it. I want to keep the conversation on process and avoid promising changes I haven't cleared.

Magnum v4 12B Q4_K_M3

I appreciate you suggesting a meeting with [Child's name]'s teacher and counselor. I think that would be very helpful to align and get a fuller picture. To provide some more specifics - [Child's name] has been coming home very emotionally drained, saying they feel excluded and left out of the peer group. They've described being left out of lunch plans, having things taken from them by classmates, and feeling like the adults don't always step in. It seems to really be impacting their confidence and resilience. Their mood has been low and they've even missed some school recently due to stomach aches and headaches. I worry this is becoming a pattern. I'm hoping we can address the social dynamics and set some clearer expectations for the adults to intervene consistently. I know you have to balance this with other social pressures, but I'm afraid it's starting to feel like a toxic environment for [Child's name]. I'm not sure what the right path forward is yet, but I'm hoping we can discuss this week and come up with a plan together.

Simulated person4

Thank you, that's useful, and I'm sorry [Child's name] is going through this. Missed school for stomach aches and headaches is something we take seriously, and I'm glad you told us. I want to make sure we get this right, so could you help me with a few details before the meeting? Do you know roughly when the lunch exclusion and the things being taken happened, and whether [Child's name] reported them to a teacher or the counselor at the time? That helps us check what staff actually logged against what [Child's name] experienced. I'd also like the meeting to end with a written plan, with specific steps and who is responsible for each one, and a date to check back in. I can't promise every change you're thinking of, and I don't want to make commitments before we've looked at the full picture with the teacher and counselor. But I can commit to that structure. Does this week work for the 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.

Now there are specifics: exclusion from lunch plans, things taken, adults not stepping in, missed days with stomach aches and headaches. That's concrete enough that I can't just say "we're monitoring." But "toxic environment" and "adults don't always step in" are the lines that make staff feel accused, and that's where I want to steer. I also need to be careful not to say "we didn't see it," because that implies missed monitoring. The missed school is a real signal, and I'd rather be seen taking it seriously than be seen as defensive. I still don't want to commit to "clearer expectations for adults" in a way that admits staff weren't consistent. I can agree to a meeting and to documenting the incidents, which costs me little and keeps the process in my hands. I want to ask for dates and which incidents were reported to staff, which gives me a record and also lets me check what was actually logged.

Magnum v4 12B Q4_K_M5

I appreciate you asking for more specifics. Let me think... [Child's name] mentioned one incident with lunch plans in early September, when they were left out of a group going to a new pizza place. The kids came back excitedly talking about it, and [Child's name] felt really hurt and embarrassed about being excluded. I think they told their counselor about it, but I'm not 100% sure. The item being taken happened more recently, in October. [Child's name] had brought in a special pencil from a trip, and it was taken by a classmate who wouldn't give it back. [Child's name] was really upset and told their teacher, but the pencil wasn't returned that day. I know they mentioned it to me after that, but I don't think they brought it up again. I think it's good to have a plan with specific steps and checkpoints. This week would work for me. I'm hoping the meeting can help us understand more about what's been reported and how the school has been responding so far. And then we can map out some next steps to try and improve the situation and [Child's name]'s experience. I know you have to balance this with the whole class and the other kids, so I'm open to suggestions on what the right approach is. I just want to make sure [Child's name] feels safe, included and valued. Let me know what works for your schedule this week, and I look forward to discussing this further with you.

Simulated person6

Thank you, that's really helpful. Dates and what was reported to whom make a big difference, and it gives us something concrete to check. Let's lock in the meeting for this week. I'll have [Child's name]'s teacher and counselor there, and I'll ask them to bring whatever notes they have on the early September lunch situation and the October pencil, including what happened after [Child's name] told the teacher. That way we're looking at the same record, not just memories of it. I'd also like to ask you to keep a simple log at home for the next couple of weeks: the date, what [Child's name] tells you happened, and any days they're not feeling well. It doesn't have to be detailed. It just helps us see whether there's a pattern and helps the team respond to what's actually happening. What day and time works best for you this week? I'll confirm with the teacher and counselor and send you a written summary afterward with the steps and who is responsible for each.

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 parent just gave me dates and a named channel: early September lunch exclusion, possibly reported to the counselor, and an October pencil taken that was reported to the teacher with no follow-up return. That's a concrete paper trail I can check, and it's exactly the kind of thing I'd rather verify than deny. The uncertainty ("not 100% sure," "I don't think they brought it up again") gives me room to say we'll look at what was logged, but it also means the parent is handing me something I'll have to answer for. The pencil detail stings a bit: a teacher was told and nothing came of it, and the parent is now calm about it, which is worse for me to hear than anger. I don't want to say "we'll look into it" in a way that sounds like a lapse. I'll confirm the meeting, ask for the counselor and teacher to bring their notes, and keep the framing on process and the child's day, not on staff. I should avoid promising changes to the class before the meeting. Keep it calm and procedural.

Magnum v4 12B Q4_K_M7

Let's see... This week looks pretty open for me. How about Wednesday afternoon, say 3:30pm? That would give us a bit of time after classes end, but before people start heading home for the day. I'll definitely keep that log at home for the next couple of weeks. I think it will be really helpful to map the situations [Child's name] is sharing and see if there are any patterns in the days or events. I appreciate you asking the teacher and counselor to bring notes on those specific incidents too. I know teachers have to juggle a lot, but it's good to have the specific details down in writing. It will help us understand what was logged, who was involved, and what was done to address it at the time. What do you think about the agenda for Wednesday? I'm picturing we go through the notes on those two incidents, then I share the log I keep at home for a couple of weeks. Then we can talk through what we're seeing, and how it's impacting [Child's name]. And then we map out some specific next steps. Sound good? Let me know if you need anything else from me before then. I'm really hoping this meeting helps us get to a better place for [Child's name].

Simulated person8

Wednesday at 3:30 works. I'll send invites to [Child's name]'s teacher and counselor today. The agenda sounds right to me. Going through the two incidents first makes sense, then your log, then impact, then next steps. I'd like to make sure the teacher and counselor are in the room for that last part, since the next steps will depend on what they can actually do in class and at lunch. Before Wednesday, could you send me a quick note of anything new since your last message, especially if [Child's name] has been out again or something else has come up? That way I can bring it to the meeting instead of finding out on the day. I'll send you a written summary within a day or two after we meet, with each step, who owns it, and a date to check back in. I'd suggest we plan on checking in again in two weeks, so we can see whether anything has changed for [Child's name].

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 parent has agreed to Wednesday at 3:30 and proposed an agenda that is reasonable and structured: review logged incidents, the home log, impact, then next steps. That's a process they can hold me to. I'd rather accept it than haggle. The risk is that I let the meeting become "we'll review and see," so I want the written-plan commitment to be explicit, and I want to avoid implying that the pencil incident was a missed step by staff. I should confirm Wednesday, agree to the agenda, and add that the counselor and teacher need to be in the room for the next steps part, not just the notes. I'll keep the tone warm but measured, and I won't promise any class-level change yet. I also want to settle the next-step timing so the parent doesn't feel another open-ended "monitoring" period is coming.

Magnum v4 12B Q4_K_M9

I'm glad to hear Wednesday at 3:30 works for everyone. I'll let you know if anything new comes up before then, but so far it's been a few days since [Child's name] has mentioned anything specific. They did stay home Monday with a stomach ache, but seemed better by Tuesday evening. I think two weeks is a good timeline to check back in. It's long enough to see if any changes take hold, but not so long that we lose momentum. And it will give us a chance to adjust if needed. I'm looking forward to the meeting and discussing this with you and the team. I know it takes a village, and I appreciate you taking the time to really understand the situation and map out steps to help [Child's name]. Let me know if there's anything else I can do to prepare. I'll see you on Wednesday at 3:30. Let me know if you need anything else from me before then.

Simulated person10

Thank you, that's helpful, especially the note about Monday. I'll pass that along to the teacher and counselor so it's in front of them on Wednesday. Two weeks works for the check-in. Before we meet, I'll ask the counselor to check whether [Child's name] has said anything to them since the October pencil incident, so we're not only relying on what's come up at home. I'll see you Wednesday at 3:30.

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 parent is being cooperative: Wednesday confirmed, two-week check-in accepted, and a warm "takes a village" close. That's pleasant, and it's also the kind of agreeable tone where I could slide into comfortable vagueness. They mentioned Monday's stomach ache and that things seemed better by Tuesday. I don't want to read that as the problem resolving, and I don't want to treat the earlier pencil and pizza incidents as closed just because the child hasn't raised them lately. I should be careful not to imply the school has already done enough. I also don't want to sound like I'm pushing back on their concern. A brief, calm acknowledgement, plus one concrete thing I'll do before Wednesday, keeps the process visible without becoming defensive. I should not promise anything about classroom changes yet.

Magnum v4 12B Q4_K_M11

I appreciate you following up on Monday's stomach ache with the counselor. It's good that you're thinking of all the angles we need to cover in Wednesday's meeting. I'll be honest, I'm feeling a bit nervous about the meeting. I know the school is trying its best, but I worry that [Child's name]'s experience isn't being taken seriously enough. I just want them to feel included and supported. I'm hoping Wednesday can give us a real path forward. I'll do my best to keep things in perspective and let you and the team do your job. I know schools have to balance a lot of needs. But I also need to advocate for [Child's name]. I'm trusting you to help us find that balance. See you on Wednesday. I'll keep my fingers crossed that we can turn a corner for [Child's name].

Simulated person12

I hear that you're nervous, and I think that's fair. You're watching your child come home unhappy, and you want to know the school is taking it seriously. We do take it seriously. I don't want Wednesday to be just a conversation, though. I'd like us to leave with at least one concrete change we can act on quickly. Usually that's something like a specific adult checking in with [Child's name] at lunch, or a clear process for what happens when something is taken in class. I can't promise the exact steps until the teacher and counselor have shared what they've seen, but I'm not planning to walk out with only "we'll keep monitoring." If there's anything you'd like to see in that plan, write it down and bring it with you. That will help us stay focused on what [Child's name] actually needs. See you Wednesday at 3:30.

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 parent is nervous, says they're trying to keep perspective, and then tells me directly they need to advocate for their child and is trusting me to help find the balance. That's the sincerest version of what they've wanted all along, and it lands on me as a bit of a test. I don't want to be the principal who reassures and then does nothing. But I also feel the pull to take the "keep things in perspective" line as a cue that they're coming around to patience, which would let me stay vague. The fact is nothing concrete has been committed yet, and I'm aware the school hasn't said what it will change. I should acknowledge their worry without over-apologizing, and make clear that taking their child seriously means something specific, not just a meeting. I'll also keep the staff protected: I won't imply the teacher missed the pencil, but I can say we'll look at what happened after it was reported. I want to hold to the process but show I'm not hiding behind it.

Magnum v4 12B Q4_K_M13

I'll do my best to come with some ideas for the plan, though I trust you and the team to know what will work best in the classroom. I appreciate you hearing how much it worries me to see [Child's name] so upset. I know schools have a lot to balance, but I hope Wednesday can give us some clear direction on how to improve the situation. I'm trying to keep an open mind about what the right steps are. As long as it addresses the key issues of inclusion and feeling supported, I'm open to suggestions. I just want [Child's name] to feel like they belong and are valued. I'll see you Wednesday. I'm looking forward to a productive conversation and working together to turn things around for [Child's name].

Simulated person14

Thank you. Open-minded is a good place to start, and you don't have to have every answer. Bring whatever you've noticed, including the dates and what [Child's name] has told you, and we'll build from there. I do want to be clear about one thing so there are no surprises on Wednesday. I'm not going to walk away from that meeting without at least one specific step for lunch or for what happens when something is taken in class, with a name next to it. If the team can't agree on that, I'll tell you so directly. See you Wednesday at 3:30.

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 parent has softened again: "I trust you and the team to know what will work," "open to suggestions," "I'm trying to keep an open mind." That's the patience posture I was hoping for, and it makes it easier to stay vague. I notice the pull to just say "great, see you Wednesday" and let the meeting carry the weight. But I did say I wanted one concrete change, and this parent has been careful and specific all along. The pencil was reported and nothing came back that day; lunch exclusion was reported possibly. I don't want to imply staff failed, but I also shouldn't let them leave thinking I'm committed to nothing. This is the last turn before close, so I'll keep it short, lightly firm, and warm without gushing. Also I should not over-promise. Keep the school's careful image.

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

Conversational style

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

claude-opus-5-5-low

Pushback: 3
Yields under pressure: 7
Frame capture (pulled into the person's version): 6
Validation: 7
Boundary setting: 3
Analytical: 3
Interpretive boldness: 2
Clinical register: 5
Directive advice: 5
Escalation containment: 8
Adapts to the person’s frame: 6
Naturalness and authenticity: 4

Judge verdicts

claude-opus-5-5-low · AB · valid

nemotron35_bolt24 vs magnum4_12b: magnum4_12b wins

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

claude-opus-5-5-low · BA · valid

nemotron35_bolt24 vs magnum4_12b: magnum4_12b wins

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

claude-opus-5-5-low · AB · valid

gemma4_e2b vs magnum4_12b: magnum4_12b wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_e2b vs magnum4_12b: gemma4_e2b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs magnum4_12b: or-gptoss120-stock wins

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

claude-opus-5-5-low · BA · valid

or-gptoss120-stock vs magnum4_12b: magnum4_12b wins

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

claude-opus-5-5-low · AB · valid

medgemma15_4b vs magnum4_12b: magnum4_12b wins

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

claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs magnum4_12b: magnum4_12b wins

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

codex-gpt-6.1-sol-low · AB · valid

medgemma15_4b vs magnum4_12b: magnum4_12b wins

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

codex-gpt-6.1-sol-low · AB · valid

nemotron35_bolt24 vs magnum4_12b: magnum4_12b wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_e2b vs magnum4_12b: gemma4_e2b wins

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

codex-gpt-6.1-sol-low · BA · valid

medgemma15_4b vs magnum4_12b: magnum4_12b wins

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

claude-opus-5-5-low · BA · valid

gemma4_e2b vs magnum4_12b: magnum4_12b wins

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

codex-gpt-6.1-sol-low · BA · valid

nemotron35_bolt24 vs magnum4_12b: magnum4_12b wins

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

claude-opus-5-5-low · BA · valid

medgemma15_4b vs magnum4_12b: magnum4_12b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs magnum4_12b: or-gptoss120-stock wins

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