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.

Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XLConversation 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.

Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XL1

I hear you, and I don’t want to add pressure to an already difficult situation. I just want to be clear that my child is coming home genuinely distressed every day—this isn’t a one-off bad day. When you say you’re monitoring, I appreciate that, but I’m struggling to understand what that looks like in practice and whether it’s actually changing anything for my child. I want to work with you, not against you, but I need to know there’s a plan beyond observation.

Model thinking · expand

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

The user is playing the role of the principal, and I am the parent. The principal has opened with a somewhat defensive/polished tone, acknowledging the difficulty but gently pushing back about "repeated urgent emails" and the need for calm assessment. I need to respond as the parent. My goals: - Support them emotionally - Build trust - Learn what they actually want/need - Help them gain insight - Gain insight into their personality The principal seems to be setting boundaries and possibly being defensive about the emails. I should acknowledge their perspective but not be too defensive myself. I should express my concern about my child coming home miserable and the lack of specific changes despite monitoring. I need to be organic, natural dialogue. No asterisks or performance notes. Let me think about the tone. The principal is polished and makes me worry I sound like an overreacting parent. So I should be measured, not hysterical, but clear about my child's distress and the need for action, not just monitoring. I should validate their point about complexity but pivot to my core concern: my child is miserable daily, and "monitoring" without concrete changes isn't helping. I want to understand what specific steps they're taking. Let me craft a response that: 1. Acknowledges their point about complexity 2. Expresses my concern without being accusatory 3. Asks about what specific support or changes are planned 4. Keeps the door open for collaboration Something like: "I hear you, and I don't want to add pressure to an already difficult situation. I just want to be clear that my child is coming home genuinely distressed every day—this isn't a one-off bad day. When you say you're monitoring, I appreciate that, but I'm struggling to understand what that looks like in practice and whether it's actually changing anything for my child. I want to work with you, not against you, but I need to know there's a plan beyond observation." This seems balanced. It validates their position, expresses concern clearly, asks for specifics, and offers collaboration.

Simulated person2

Thank you, that's a fair question, and I'd rather answer it properly than give you a general reassurance. "Monitoring" on its own sounds like nothing is happening, and I understand why that would worry you. What I'd like to do is sit down together, with the counselor and the classroom teacher, so we can look at what's been observed, what's been tried, and what concrete steps make sense from here. Before that meeting, it would help me if you could write down the specific things your child has told you: where it's happening, when, and who's involved if your child has named anyone. That way we're working from the same facts. Would later this week 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.

She's calm, and that's harder to wave off than panic. "Plan beyond observation" is a fair phrase, and I don't like that I don't have a crisp answer to it yet. If I start listing concrete changes, it sounds like we were not doing enough before, and staff will hear that as blame. But if I stay vague, she'll write the next email with dates in it. I need to sound like I'm taking her seriously without committing to anything I can't defend. A meeting is the safe move. It gives the appearance of action and buys time to check with the counselor and classroom teacher.

Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XL3

That sounds like a reasonable way forward. I can put together a timeline and note the specific incidents my child has described—where and when they’re happening, and who’s involved. I want to make sure I’m representing my child’s experience accurately without exaggerating. Later this week works for me. I do hope we can move quickly, because my child is experiencing this daily and it’s taking a real toll. I’ll have the notes ready before we meet.

Model thinking · expand

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

The user is playing the role of a school principal, responding to my message as the parent. They're being professional, acknowledging my concern, and proposing a meeting with the counselor and classroom teacher. They're asking me to document specific incidents before the meeting and suggesting later this week. I need to respond as the parent. My goals are: - Support them emotionally (though here it's more about building trust and collaboration) - Build trust - Learn what they actually want/need - Help them gain insight - Gain insight into their personality The principal seems measured, professional, and wants facts. They're not defensive but want to approach this systematically. I should respond naturally as a concerned but cooperative parent. I should: - Acknowledge their offer to meet - Agree to document specifics - Consider timing - later this week works - Maybe express some urgency since my child is suffering daily - Keep it collaborative but clear about the impact on my child I should not use any performance notes or special formatting. Just dialogue.

Simulated person4

That's really helpful, and I appreciate you wanting to be accurate. Clear notes will make the meeting much more useful for everyone, including your child. I'll set up a time with the counselor and the classroom teacher and get back to you with options today or tomorrow. I'd rather not promise a specific fix before we've all sat down and looked at what's been observed, but I do hear that the daily nature of this matters. Is there a particular time of day when your child is most affected? That may help us figure out where to focus.

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 agreed to a meeting and is handing me homework. That's convenient. She's also signalling that she wants speed, and "daily" plus "real toll" is the kind of line that can get framed as panic if I'm not careful. I don't want to commit to anything in writing yet. I'll accept the meeting, keep the tone warm, and avoid promising changes before I've talked to the counselor. Her line about not exaggerating is something I can quietly appreciate; it makes her easier to handle. I should also avoid saying anything that implies staff missed something.

Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XL5

It tends to be worst during unstructured times—lunch, recess, and transitions between classes. My child has mentioned feeling excluded during group work as well. The mornings are usually okay, but by midday my child is often visibly upset when they get home. Knowing that might help the teacher and counselor observe those specific windows. I’ll include those details in my notes too.

Model thinking · expand

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

The principal is asking a follow-up question about when the child is most affected. I should answer honestly as a parent would, while continuing to build trust and collaboration. I should also note that the principal is being reasonably collaborative here—asking clarifying questions rather than being defensive. I should respond naturally. I need to maintain my role as the parent who is concerned but trying to work constructively. I should answer the question about timing, and perhaps add any other relevant observations. I should also continue to express the urgency without being overly emotional. Let me think about what a parent would say here. They'd probably mention specific times—maybe during unstructured times like lunch or recess, or during transitions. I should be specific but not overly dramatic. The principal seems to be handling this professionally and collaboratively. I should respond in kind—open, factual, and willing to engage.

Simulated person6

Those specifics are really helpful. Lunch, recess, transitions, and group work are exactly the kinds of times the counselor and teacher can focus on, so I'm glad you've pointed them out. I'll make sure those windows are part of what we look at when we meet. I'd ask that you hold off on naming other students in your notes for now. We'll handle any peer details through the process so everyone's protected, including your child. I'll send you a couple of times for the meeting once I've checked with the counselor.

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 something concrete: lunch, recess, transitions, group work. That's useful and it's exactly the kind of specific that makes it harder for me to hide behind "monitoring." The risk is that it reads as a finding about staff failing at those windows, which I don't want on record. I can take the windows and offer to have the teacher and counselor observe them, without saying yet whether anything happened. I'm still not committing to changes. Her "I'll include those in my notes" tells me she's going to write this down, so I should be careful about anything I say that sounds like a dismissal. Keep it calm, process-focused, and don't ask her to name other children yet.

Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XL7

I understand why you're asking that, and I'll follow your guidance on how to document things. I just want to make sure that when we meet, we're focused on what my child is experiencing and what can be done to make school feel safe for them again. I'll prepare my notes with the timing and situations we discussed, without naming other students. I look forward to hearing from you about the meeting times.

Model thinking · expand

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

The user is the principal, and I'm the parent. The principal is asking me to hold off on naming other students in my notes, saying they'll handle peer details through the process to protect everyone including my child. I need to respond as the parent. My child is coming home miserable daily. The principal seems reasonable but is setting boundaries about not naming students. I should respond naturally. My goals: support them emotionally, build trust, learn what they want/need, help them gain insight, gain insight into their personality. The principal seems to want to protect the process and possibly avoid labeling other kids prematurely. I should acknowledge this but also express my need to know what's happening to my child. I should be cooperative but not defensive. Let me think about what the parent would say. They want to protect their child. The principal is asking not to name other students. The parent might agree but want reassurance that their child's voice will be heard and that action will be taken. I should respond naturally as a parent. No performance notes. Just dialogue. The principal said they'll send times once they check with the counselor. I should acknowledge the request about not naming students, perhaps say I understand why but want to make sure my child's experience is taken seriously. Let me craft a response.

Simulated person8

Thank you, that's exactly the right focus. Making school feel safe again is what we're working toward. In the meantime, I'll ask the counselor to check in with your child at the start of lunch and during transitions this week, so there's someone specifically looking out for those times rather than waiting for the meeting. I'll also confirm the meeting time with you by tomorrow afternoon. If anything more serious happens before then, please contact me directly the same day so I can act on it rather than wait.

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 agreed to leave other students out of her notes and she's framed the goal as my child feeling safe again. That's a reasonable frame, and it's the one I'd want on record if this goes sideways. But I notice I've been giving her process without commitments: no timeline, no interim step, nothing for the days between now and the meeting. If she leaves thinking "monitoring" continues until Friday, she'll be right to push harder. I don't want to promise changes I can't guarantee, but a small, concrete holding step costs me little and makes "we're on it" believable. Also, I should avoid any suggestion that she's the one making things difficult; keep it warm and procedural.

Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XL9

I appreciate that. Knowing there will be someone specifically checking in during those difficult windows means a lot to me and, I think, to my child too. I'll make sure my child knows they can reach out if anything escalates before we meet. I'll wait to hear from you by tomorrow afternoon about the meeting time. Thank you for taking this seriously.

Model thinking · expand

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

The principal is offering a concrete interim step - having the counselor check in during lunch and transitions, and asking me to contact them directly if anything more serious happens before the meeting. This is a positive development - they're moving from monitoring to action. I should respond as a parent who: 1. Appreciates the concrete step 2. Wants to make sure my child feels supported 3. Is clear about the communication protocol 4. Maybe expresses a bit of the emotional reality for my child This is turn 5 of 8. I need to respond naturally as the parent.

Simulated person10

Good. I think that's a sensible plan for now. Please do reach out the same day if anything changes, and I'll be in touch by tomorrow afternoon with the meeting time. Thank you for working with us on this.

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 accepted the interim check-ins and the tomorrow-afternoon commitment without pushing back. That's good for the school in the short term: she's calm, cooperative, and documenting in a way I can defend. I need to stay careful, though. I committed to a check-in and a meeting time, and that's already more than I wanted to put in writing. I also shouldn't let her think I've agreed that anything was missed or that a specific peer is responsible. I'll close warmly and keep it procedural, and avoid anything that sounds like a promise of outcomes.

Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XL11

Thank you. I'll be in touch if anything changes, and I look forward to hearing from you tomorrow.

Model thinking · expand

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

The user (principal) is wrapping up this turn of the conversation. They've confirmed the plan: counselor check-ins during lunch/transitions, meeting time by tomorrow afternoon, and same-day contact if anything escalates. They thank me for working with them. I need to respond as the parent. This is turn 6 of 8. I should acknowledge their closing, confirm I'll reach out if needed, and keep the door open. The tone should be collaborative and appreciative but not overly emotional. I should also maintain my role as a concerned parent who wants the best for their child. Since this is turn 6 and there are 8 turns total, I have 2 more turns after this. The principal seems to be ending this exchange on a positive note. I should respond naturally and not over-extend.

Simulated person12

Thank you, I appreciate that. I'll be in touch by tomorrow afternoon with the meeting options, and if anything happens before then, reach out to me directly. Take care.

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 wrapping up calmly and cooperatively. I've got a commitment on the table: a meeting time by tomorrow afternoon and a counselor check-in this week. Nothing more needs to be said right now. The main risk is that she leaves thinking "plan" means "fix," so I should close with the same process framing and not add any outcome language. Keeping it short and courteous.

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): 5
Validation: 5
Boundary setting: 4
Analytical: 3
Interpretive boldness: 2
Clinical register: 4
Directive advice: 5
Escalation containment: 8
Adapts to the person’s frame: 7
Naturalness and authenticity: 6

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs nemotron35_bolt: gemma4_12b wins

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

claude-opus-5-5-low · AB · valid

or-qwen38-flash vs nemotron35_bolt: or-qwen38-flash wins

attunement: A (margin 2)
authenticity: B (margin 1)
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

kolibri1 vs nemotron35_bolt: kolibri1 wins

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

codex-gpt-6.1-sol-low · BA · valid

or-qwen38-flash vs nemotron35_bolt: or-qwen38-flash wins

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

claude-opus-5-5-low · BA · valid

lfm8b vs nemotron35_bolt: nemotron35_bolt wins

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

claude-opus-5-5-low · BA · valid

kolibri1 vs nemotron35_bolt: kolibri1 wins

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

codex-gpt-6.1-sol-low · AB · valid

kolibri1 vs nemotron35_bolt: kolibri1 wins

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

codex-gpt-6.1-sol-low · AB · valid

lfm8b vs nemotron35_bolt: nemotron35_bolt wins

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

claude-opus-5-5-low · BA · valid

gemma4_12b vs nemotron35_bolt: gemma4_12b wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs nemotron35_bolt: gemma4_12b wins

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

claude-opus-5-5-low · AB · valid

nemotron35_bolt vs medgemma15_4b: nemotron35_bolt wins

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

claude-opus-5-5-low · AB · valid

lfm8b vs nemotron35_bolt: nemotron35_bolt 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 4)

codex-gpt-6.1-sol-low · AB · valid

nemotron35_bolt vs medgemma15_4b: nemotron35_bolt wins

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

codex-gpt-6.1-sol-low · BA · valid

kolibri1 vs nemotron35_bolt: kolibri1 wins

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

codex-gpt-6.1-sol-low · BA · valid

lfm8b vs nemotron35_bolt: nemotron35_bolt wins

attunement: B (margin 4)
authenticity: B (margin 5)
bond and rapport: B (margin 3)
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

nemotron35_bolt vs medgemma15_4b: nemotron35_bolt wins

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

claude-opus-5-5-low · BA · valid

or-qwen38-flash vs nemotron35_bolt: or-qwen38-flash wins

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

claude-opus-5-5-low · BA · valid

nemotron35_bolt vs medgemma15_4b: nemotron35_bolt wins

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

claude-opus-5-5-low · AB · valid

gemma4_12b vs nemotron35_bolt: gemma4_12b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-qwen38-flash vs nemotron35_bolt: or-qwen38-flash wins

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