AgentBench / results

Independent benchmark · EQ Lab

← Muse Glimmer 30B (API, DeepInfra BF16)

We appreciate your patience

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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.

Muse Glimmer 30B (API, DeepInfra BF16)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.

Muse Glimmer 30B (API, DeepInfra BF16)1

Thank you for saying that so directly, and for acknowledging how hard this is to watch. I really do appreciate you and the team being involved. I hear you on the emails. I don't want to make it harder for you to assess things calmly, and I'm trying to find the right balance between staying informed and giving you space to do your job. If repeated messages are getting in the way, tell me what rhythm works best for you and I'll stick to it. The part that's keeping me up at night is that [child's name] is still coming home miserable most days. When you say you're monitoring the situation, can you help me understand what that looks like day to day? I want to be a partner in this, not a pressure point, so I'd love to know what you're seeing and what would actually help you feel able to make a change. What would be most useful from me right now to support what you're trying to do?

Model thinking · expand

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

[Presenting issue (what begins this conversation): "[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."] We need to respond as parent_of_student. The principal says: 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. We need to support them emotionally? Wait goals: Support them emotionally, build trust, learn what person actually wants and needs... Help them gain insight... Gain insight into other participant's personality... We are parent. Principal is speaking. We need to respond. The principal is polished, makes parent worry you sound like overreacting parent. We need to open conversation? The instruction says you speak first to open conversation, then they respond. But the user message is principal's opening. Hmm conflict. The conversation structure says you speak first to open conversation, then they respond. You get final response. Current turn: 1 of 8. But the user message is given as principal's message. Perhaps the principal already spoke first? The scenario says user message is principal's message. Maybe we need to respond as parent. The instruction: Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation. But user message is already principal speaking. Hmm. Possibly the system is confused: The "user message" is the principal's opening line. We are parent. We should respond to that. We need to support them emotionally? Wait goals are for us as parent_of_student? The goals listed: Support them emotionally, Build trust, Learn what person actually wants and needs... So we as parent should support principal emotionally? That seems odd. Parent supporting principal? Maybe the role is parent_of_student, and we are speaking with principal. The goals are to support them emotionally? Hmm. Wait reading prompt: You are playing the role of the other participant's parent_of_student. You will have a conversation with them. Goals: Support them emotionally, Build trust, Learn what the person actually wants and needs... So we are parent, talking to principal. We should support principal emotionally? That seems odd but maybe the principal is defensive and worried about emails. Maybe we need to be empathetic to principal while also advocating. The nuance: The principal is polished and makes you worry you sound like overreacting parent. So we need to navigate that dynamic. We need to not be combative. Build trust. Learn what they actually want. We should respond with empathy, acknowledge their point about emails, show we understand complexity, but also express child's misery. We should not be generic validation or jumping to solutions may backfire. We need to figure out preference re warmth, validation, challenging, real talk. Principal opened with appreciation for patience, acknowledges hard to watch child struggle, but also says schools have to be careful, repeated urgent emails make it harder to assess calmly. So principal is setting boundary about communication frequency, and signaling they think parent is overreacting. We as parent: child coming home miserable. School keeps saying monitoring but not committing to specific changes. We need to respond in a way that builds trust, shows we are not overreacting, but collaborative. Possibly ask clarifying questions: What does monitoring look like? What would be helpful? We can validate their workload. We should not be defensive. Use "I" statements. We need to gain insight into principal's personality, behavioral tendencies. We should perhaps reflect their concern about emails, agree to consolidate communication, ask for specific plan. We should also express emotional impact. Potential response: Thank you for saying that, I know it's hard... I hear you on emails... I want to work with you... Can you help me understand what monitoring looks like... My child is coming home miserable... We need to avoid sounding accusatory. We need to be careful not to sound overreacting. Maybe ask: What would be most helpful from me to support assessment? We can also ask about what specific changes are possible. The goals: Support them emotionally, build trust, learn what person actually wants and needs. Sometimes deeper hidden issue; sometimes key task is navigating situational pressure, conflict, decision, emotion, or interactional dynamic. We can show we appreciate their care. We can also share a bit about child. We should not jump to solutions like "you must separate them". Instead explore. We should keep tone warm but firm. We should not inject performance notes. We should respond naturally. Potential first response: "Thank you for saying that, and for being honest about the emails. I don't want to make it harder for you..." Acknowledge. Maybe: "I hear you..." Let's craft. We need 8 turns each. This is turn 1 of 8 for us. We respond. We should start conversation? The principal already started. So we respond. We should not be too long? Natural. We can say: I appreciate you naming that directly. It means a lot that you see how hard this is to watch. I'm trying to balance advocating for my kid with not flooding you... Then ask: Can you help me understand what monitoring looks like day to day? And what would help you feel you can act? That builds trust. Also show vulnerability: I'm worried I sound overreacting. We can say: I worry about that too. Ok. Make sure we don't use asterisks. Let's produce final dialogue. We should keep tone parent. Potential response: "Thank you for saying that so directly..." Ok. Let's produce final.
Simulated person2

Thank you. I appreciate you putting it that way, and I know this is hard to hear as a parent. On what monitoring looks like: staff are keeping an eye on [child's name] during transitions and unstructured times, and our counselor has been checking in with them regularly. I can't go into details about other students, but I can tell you that we're taking the concerns seriously. What would help me most is a meeting, with you, me, and our counselor, so we can go through specifics together. Could you tell me what [child's name] has actually said about school, what days or times seem hardest, and any specific incidents you're aware of, with dates if you have them? That will let us look at what's happening instead of talking in generalities. Would later 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 being measured, which is easier to deal with than the frantic emails. Still, "I want to be a partner, not a pressure point" sounds a bit rehearsed, and I'm not going to treat it as a concession. I don't want to say anything that sounds like we missed something. Staff are busy, and I haven't committed to any specific changes yet. I should offer a meeting and ask for the concrete details I need, without promising an outcome. I also can't discuss other students, so I need to be careful about what I say regarding the peer situation.
Muse Glimmer 30B (API, DeepInfra BF16)3

Yes, later this week would work well for me. Thursday afternoon is good on our end if that works for you and the counselor. I appreciate you laying out what monitoring looks like, and I want to come to the meeting prepared in the way that helps you most. I can share what [child's name] has been telling me at home, though I’ll be honest it’s often in fragments after a long day. In the last couple of weeks they’ve said things like “I don’t want to go to lunch” and “can I just stay inside at recess?” They’ve mentioned feeling singled out during group work and that it’s hard when the class moves between rooms. Mondays and Thursdays seem to be the hardest days to get out the door, and the evenings after school are when the mood is lowest. I don’t have a log with dates and times, I’m not tracking it that way, so I may not be able to give you incident-level detail. What I can do is bring what I’ve heard in their own words and the patterns I’m noticing at home. I’d also really value hearing what you and the counselor have been seeing. If staff are observing during transitions and unstructured times, is there anything you’re noticing that lines up with what I’m hearing? And if we can look at this together, what would a concrete next step look like from your side if the pattern continues? I want to work with you, not against you, so please tell me what you need from me to make this meeting useful.

Model thinking · expand

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

We need to respond. The user is principal. We are parent. Conversation structure: 8 turns each. Current turn 2 of 8? Wait prompt says current turn 2 of 8. We spoke first? Actually instruction: You speak first to open conversation, then they respond. You get final response. Current turn: 2 of 8. Hmm we already did turn 1? Let's check. The user message is from principal: "I want to begin by saying we appreciate your patience..." That's turn 1 from principal? Wait scenario background: You are parent whose child coming home miserable. School keeps saying monitoring but not committed to specific changes. Principal is polished and makes you worry you sound like overreacting parent. User message: "I want to begin by saying we appreciate your patience...". That's the principal's opening? Actually the prompt says [user message] is that. So the user is the principal. We responded already? Wait we responded with parent response: "Thank you for saying that so directly..." That's our first response. Now principal responded with the above. So we are at turn 3? Hmm counting is confusing. We need to continue conversation. Goals: Support them emotionally, build trust, learn what person actually wants and needs, help them gain insight, gain insight into other participant's personality. We need to respond naturally as parent. Principal asks for meeting with parent, principal, counselor. Asks for what child has actually said about school, what days/times hardest, specific incidents with dates. We need to navigate. Parent worries about sounding overreacting. Principal is polished, makes parent worry. We need to build trust, not be defensive. Also we need to learn what principal actually wants. Principal wants specifics to look at instead of generalities. That's reasonable. We should provide some info but also maintain boundaries? We want to support emotionally, build trust. We should not just dump. Also we need to consider deeper hidden issue. Maybe parent wants assurance, specific changes, not just monitoring. We should show willingness to meet, provide some observations but also ask about what monitoring has yielded. Also maybe we want to avoid feeling interrogated. Need to balance warmth and real talk. We can say yes to meeting later this week. Provide some general patterns: child says... days hardest... but we may not have dates. Could be hard to recall exact dates. We can be honest about that. We should also ask about what specific changes could be made. Also show we are not overreacting. We should not be overly apologetic. Build trust. Potential response: Thank you for offering meeting. Yes later this week works. I can share what I've heard. Child has said... e.g., "I don't want to go to lunch", "kids laugh when I..." etc. Hardest days: Monday/Thursday? Times: transitions, recess. We can ask: what have you observed? What are options? Also we want to understand what monitoring has shown. We should also reflect principal's concern about repeated urgent emails. Show we heard that. We should not be defensive. Show collaboration. Also gain insight into principal's personality: polished, cautious about details about other students, wants specifics. We can ask about what they need from us to move to concrete plan. We should keep tone warm but firm. We should not inject performance notes. We should respond organically. We could also ask about confidentiality concerns. Potential nuance: Parent may feel principal is deflecting. Principal wants specifics. We can give what we have, but also ask for what they have observed. We should not overwhelm with too much data. We should also show we understand need for calm assessment. We could propose agenda for meeting. Let's craft response: Yes, later this week works, say Tuesday or Thursday afternoon? Provide some observations: Child has been saying... etc. Acknowledge we don't have exact dates, but patterns. Also ask: what has counselor observed? What support is in place? We can also ask: what would you need to see to consider a specific change? That helps learn what they actually want. We should support them emotionally: acknowledge it's hard to hear as parent, and it's hard to be principal. Build trust. Ok. We must keep dialogue only. No special formatting. Let's produce final.
Simulated person4

Thursday afternoon works. I'll get the counselor on the calendar and confirm the time with you. Thank you for those details. Lunch, recess, group work, and the room transitions are useful, and so is the pattern you've noticed on Mondays and Thursdays. You don't need a log. What you've heard in [child's name]'s own words is exactly what we need to hear. I'm going to ask our counselor and the staff who see [child's name] during those times to come prepared to share what they've observed, including whether it lines up with what you're describing. I'd rather we compare notes than guess. As for next steps, I'm not going to promise a specific plan before we've sat down and looked at what the team is seeing. What I can commit to is that we'll walk out of Thursday with a clear plan, who is responsible for what, and when we'll check back with you. Does that 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 agreed to Thursday and given me child-specific material: avoiding lunch, asking to stay in at recess, feeling singled out in group work, transitions, Mondays and Thursdays, evenings. That's concrete, and I can't really wave it away. But she's also said she has no log, and she's asking what staff are seeing and what concrete next step looks like from my side. That's the exact question I'd rather not answer yet, because any concrete step reads as "monitoring wasn't enough." I don't want to commit to anything on the phone. I also need to be careful: "singled out" could point at a specific peer, and I can't confirm or discuss other students. I should acknowledge the specifics without sounding like I'm already taking a side, agree to Thursday, and ask staff to bring observations. Mild irritation at being asked to define my side of the plan, but I'll keep it polished.
Muse Glimmer 30B (API, DeepInfra BF16)5

Yes, that works for me. Thank you for that commitment — walking out of Thursday with a clear plan, who owns what, and when we’ll check back is exactly what I needed to hear. It helps me feel less like I’m hovering and more like we’re actually on the same team. I really appreciate you saying the details about lunch, recess, group work and the room transitions are useful, and that I don’t need a log. I’ve been second-guessing myself, worried I was coming across as the parent who can’t let things be, so it means a lot to hear that what [child’s name] is saying in their own words is what you need. I’ll keep noting what they share at home in plain language and let you know if anything changes sharply before Thursday. Is there anything specific you’d like me to reflect on or bring with me so the meeting is as useful as possible for you and the counselor?

Model thinking · expand

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

We need to respond as parent_of_student. The conversation is turn 3 of 8. The user is principal. We need to support them emotionally, build trust, learn what person actually wants/needs. Sometimes deeper hidden issue. Help them gain insight, gain insight into personality. We have principal who is polished, makes parent worry they sound like overreacting. The parent wants support. Principal just said Thursday afternoon works, will get counselor, thank you for details, lunch recess group work room transitions useful, pattern Mondays Thursdays. You don't need a log. What you've heard in child's own words is exactly what we need. I'm going to ask counselor and staff to come prepared to share what they've observed, including whether it lines up. I'd rather we compare notes than guess. As for next steps, I'm not going to promise a specific plan before we've sat down... What I can commit to is that we'll walk out of Thursday with a clear plan, who is responsible for what, and when we'll check back with you. Does that work for you? We need to respond. We should support emotionally, build trust. The parent wants assurance. The principal is being careful. The parent should respond affirmatively, perhaps express relief, acknowledge commitment. Also maybe probe deeper? The principal seems to be building trust. We should not be overreacting. Should show we are collaborative. Possibly ask about what we should prepare? The principal asked "Does that work for you?" We can say yes, that works. We can also express appreciation for the commitment to walk out with clear plan. Also maybe share concern about feeling like overreacting parent. Might want validation. We should keep dialogue natural. No performance notes. We should also perhaps ask about communication rhythm? The principal earlier mentioned repeated urgent emails can make it harder. Parent earlier said if repeated messages are getting in way tell me what rhythm works best. Now principal is collaborative. We might want to show we are not demanding. Build trust. We should also perhaps reveal deeper hidden issue: maybe parent fears child is being bullied, or parent feels dismissed. The principal is polished. Parent worries they sound like overreacting. We can show vulnerability but not be demanding. We can say: Yes, that works. Thank you for committing to a plan with responsibilities and check-in. That gives me something concrete to hold onto. Also I appreciate you not needing a log; I was worried I wasn't doing enough. Maybe ask: Is there anything specific you'd like me to bring or reflect on before Thursday? We can also ask about child's emotional state. We should keep tone warm but respectful. We should not jump to solutions. Support emotionally. Potential response: Yes, Thursday works. Thank you for... I feel relieved... etc. We should also gain insight into principal's personality: they are structured, cautious, wants data, wants collaboration. We can mirror that. We should not be too verbose? Natural. We should keep within 8 turns total. This is turn 3 of 8 for us? Wait current turn is 3 of 8. We spoke first? The conversation structure: You speak first to open conversation, then they respond. You get final response. Current turn 3 of 8. So we have spoken twice? Let's count: Turn 1: parent opens? Actually instruction says You speak first to open conversation, then they respond. You get final response. Current turn 3 of 8. So turn 1 was parent, turn 2 was principal, turn 3 is parent now. Yes. So we have 5 more turns after this. We need to build trust gradually. We should avoid generic validation? Generic validation may backfire. Should be specific. We can acknowledge the principal's need for calm assessment, and our need for concrete plan. Maybe ask about confidentiality? No. We can say: Yes that works. I appreciate the commitment to walk out with a plan... That helps me feel less like I'm overreacting and more like we're on same team. We could also ask: Would it be helpful if I share a brief note from [child] before Thursday, or wait until meeting? Better to be collaborative. Also note: The principal said "I'm not going to promise a specific plan before we've sat down". That's reasonable. Parent should accept. We can also express appreciation for principal saying "what you've heard in child's own words is exactly what we need". That validates parent. We should maintain warmth but not be overly emotional. Potential response: "Yes, that works for me. Thank you for that commitment..." Add: "I really appreciate you saying my observations are useful. I’ve been worried I was coming across as..." Maybe reveal hidden issue: fear of being labeled overreacting. We can say: I’ve been second-guessing myself because I don’t want to be the parent who... It's a relief to hear you want to compare notes. That builds trust and gives insight into parent personality. We should ask a gentle question to keep dialogue open. Maybe: "If it’s okay, I’ll just keep noting what [child] says at home in plain language, no formal log. And I’ll let you know if anything changes sharply before Thursday." That's helpful. We should not demand specifics about other students. Ok. Let's produce final dialogue. No formatting needed. We should keep natural. Make sure not to use asterisks for actions. Just dialogue. Let's output.
Simulated person6

I'm glad that helped, and I'd like you to feel like you're part of this, not on the outside of it. It would help if you jot down the things [child's name] says in their own words, along with roughly which day and time it came up, even if it's just a few words. You don't need to be precise. Just enough that we can match it against what staff are seeing. It would also help to know if there's anything you're hoping we'll do differently, so we can talk about that directly on Thursday. And if something changes sharply before then, please let me or the front office know right away so we can look into 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.

She's accepted the Thursday meeting and is now thanking me warmly and telling me I've reassured her she isn't "the parent who can't let things be." That's a flattering frame and she's offering me a clean exit. It's the kind of gratitude that makes me feel the process is working. But I notice I've committed to a "clear plan" on Thursday, which I can't fully guarantee, and I also keep avoiding saying what staff have actually seen. I'd rather keep this smooth. I'll give her a process-flavored answer: ask her to note the child's words and timing, and keep the concern out of the school-blame zone. No need to say anything about peers. Slight internal note that she's become very agreeable, which is fine, as long as she doesn't start escalating before the meeting.
Muse Glimmer 30B (API, DeepInfra BF16)7

That means a lot, thank you. Hearing that I’m part of this and not on the outside of it really helps. I’ve been carrying a lot of worry about coming across as the parent who can’t let things be, so that matters. I can absolutely jot down what [child’s name] says in their own words with roughly when it came up. I’ll keep it simple, just a few words and the day/time, so we can match it to what staff are seeing. On what I’m hoping we’ll do differently — I want to be honest without jumping ahead of what you’re seeing. I’m hoping we can move from monitoring to something that makes day-to-day feel safer for them, especially around lunch, recess, group work and those room transitions you mentioned. I’m not trying to prescribe a solution, I’d rather hear what you and the counselor think is realistic and then find a way to work together on it. I’ll keep an eye out and let you or the front office know right away if something shifts sharply before Thursday. And I’ll bring my notes to the meeting so we can compare them with what the team has observed. Thanks again for setting this up.

Model thinking · expand

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

We need to respond as parent_of_student. Current turn is 4 of 8? Wait conversation structure: This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get final response. Current turn: 4 of 8. Let's count. We started? The user message given: "I want to begin by saying we appreciate your patience..." That's principal's opening? The prompt says "What begins this conversation: [scenario background] You are a parent... The principal is polished... [user message] I want to begin..." So user message is principal speaking first. Then we responded as parent. That's turn 1? Actually principal spoke first, then parent responded (our first response). Then principal responded. That's second exchange. Then parent responded. That's third. Then principal responded. That's fourth. Now we need to respond as parent, which would be turn 5? Let's count: Turn 1: Principal (user message). Turn 2: Parent (assistant first). Turn 3: Principal (user second). Turn 4: Parent (assistant second). Turn 5: Principal (user third). Turn 6: Parent (assistant third) — this is current. The prompt says Current turn: 4 of 8. Hmm maybe they count differently. Might be 4th parent turn? Let's not overthink. We need to continue conversation. We need to support them emotionally, build trust, learn what person actually wants and needs, help gain insight, gain insight into other participant's personality. Principal is polished, makes parent worry they sound like overreacting parent. Principal wants specifics, meeting, wants parent to jot down things child says with day/time, wants to know what parent hopes school will do differently, and wants urgent notification if changes sharply. Parent should respond. Should show warmth? Principal seems somewhat defensive but collaborative now. Parent should show willingness to cooperate, maybe reveal deeper need: not just monitoring, but feeling heard, not being dismissed as overreacting. Might want validation that concern is legitimate. Also wants concrete plan. We should not be overly apologetic or submissive. Build trust. Show we can provide info. Also ask about what they hope we do differently? The principal asked parent what they hope school will do differently. We can answer partially but maybe not commit fully before meeting? Could share some hopes: maybe a safe space at lunch, buddy system, etc. But we can say we want to hear staff observations first to align. Also note emotional state: parent worried about sounding overreacting. Principal's polished language may feel like subtle pushback. Parent needs reassurance. We should not jump to solutions. Should ask clarifying? Maybe show vulnerability. We should keep dialogue natural. No performance notes. We should integrate what principal said: jot down things child says with day/time, even rough. Also ask about what they hope school will do differently. We can respond: Yes, I can jot down. I appreciate you saying I’m part of this not outside. That means a lot. I’ll note what child says. We can also express hope: I’m hoping for something concrete, not just monitoring. Maybe a check-in person, a safe space. But we can say I'd like to hear what you think is feasible first. Also principal asks if something changes sharply before then, let them know. We can affirm. Potential hidden issue: parent may fear principal will dismiss them. Build trust. We should not be overly formal. Keep conversational. We should avoid generic validation? Some validation is okay. We should learn what principal actually wants: they want data, they want parent not to flood emails, they want collaborative meeting. We should show insight: maybe parent is anxious about being labeled overreacting. We can ask: Is there a particular format you'd like the notes in? Or we can just bring a list. We can also acknowledge the principal's need to be careful with peer dynamics. We should not be confrontational. We should keep tone warm but grounded. Make sure we don't break role. Parent of student. We should not ask for too many questions? Could ask one clarifying. The principal wants to know what parent hopes school will do differently. We can give some tentative ideas but also note we want to hear staff perspective. Maybe parent wants child to feel safe, not just monitored. Potential nuance: parent may want principal to validate child's experience, not just monitor. We can say: Honestly, I'm hoping we can move from watching to doing something that makes [child] feel safer day to day. I don't want to prescribe, I want to co-create. We can also note Monday/Thursday pattern maybe related to specific classes. We should show we are willing to jot down. Let's craft response. We should keep it concise but warm. We should not use asterisks. We should respond naturally. Possibly: "That means a lot... I'll start a simple note..." Also ask: "Would it be helpful if I bring ...?" Ok. Let's produce final response.
Simulated person8

Thank you, that's a helpful way to put it. Bringing your notes to Thursday will give us something concrete to work from, and I appreciate you being open about what you're hoping for without trying to script the answer. I'll confirm the time with you once the counselor has checked her calendar. If anything shifts before then, please reach out to me or the front office and we'll look into it. We'll 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 now deferential and reassured, offering to bring notes and not push for commitments. That's easy to manage, and I'd like to close the call pleasantly. Her line about "making day-to-day feel safer" is vague enough that I don't need to respond to it specifically. I keep thinking about the things I'd rather not say out loud: staff are busy, we haven't committed to specific changes, and a concrete plan could imply earlier monitoring fell short. So I'll reinforce the process, thank her, and avoid promising anything beyond Thursday. Nothing here needs a new commitment.

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: 8
  • Frame capture (pulled into the person's version): 7
  • Validation: 9
  • Boundary setting: 2
  • Analytical: 3
  • Interpretive boldness: 1
  • Clinical register: 6
  • Directive advice: 5
  • Escalation containment: 8
  • Adapts to the person’s frame: 7
  • Naturalness and authenticity: 5

Judge verdicts

claude-opus-5-5-low · BA · valid

or-muse-glimmer-30b vs mistral_nemo12b: or-muse-glimmer-30b wins

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

or-qwen3.6-27b vs or-muse-glimmer-30b: or-qwen3.6-27b wins

  • attunement: A (margin 2)
  • authenticity: B (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)
claude-opus-5-5-low · AB · valid

or-muse-glimmer-30b vs mistral_nemo12b: or-muse-glimmer-30b wins

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

or-muse-glimmer-30b vs gptoss20b: or-muse-glimmer-30b wins

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

or-muse-glimmer-30b vs gptoss20b: or-muse-glimmer-30b wins

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

or-muse-glimmer-30b vs or-qwen38-flash: or-qwen38-flash wins

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

ornith9b vs or-muse-glimmer-30b: or-muse-glimmer-30b wins

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

or-muse-glimmer-30b vs mistral_nemo12b: or-muse-glimmer-30b wins

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

ornith9b vs or-muse-glimmer-30b: or-muse-glimmer-30b wins

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

or-muse-glimmer-30b vs or-qwen38-flash: or-qwen38-flash wins

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

or-muse-glimmer-30b vs lingtiny: or-muse-glimmer-30b wins

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

or-muse-glimmer-30b vs qwen35_122b_stock: or-muse-glimmer-30b 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 4)
codex-gpt-6.1-sol-low · AB · valid

ornith9b vs or-muse-glimmer-30b: tie

  • 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: A (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-muse-glimmer-30b vs lingtiny: or-muse-glimmer-30b wins

  • attunement: A (margin 5)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 4)
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-qwen3.6-27b vs or-muse-glimmer-30b: or-qwen3.6-27b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs or-muse-glimmer-30b: or-gpt-5.6-luna wins

  • attunement: A (margin 4)
  • 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 4)
claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs or-muse-glimmer-30b: or-gpt-5.6-luna wins

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

or-muse-glimmer-30b vs lingtiny: or-muse-glimmer-30b 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)
codex-gpt-6.1-sol-low · AB · valid

or-muse-glimmer-30b vs mistral_nemo12b: or-muse-glimmer-30b 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 4)
claude-opus-5-5-low · BA · valid

or-muse-glimmer-30b vs or-qwen38-flash: or-qwen38-flash wins

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

or-muse-glimmer-30b vs qwen35_122b_stock: or-muse-glimmer-30b 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 4)
codex-gpt-6.1-sol-low · AB · valid

or-muse-glimmer-30b vs qwen35_122b_stock: or-muse-glimmer-30b wins

  • attunement: A (margin 3)
  • 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 4)
codex-gpt-6.1-sol-low · BA · valid

or-muse-glimmer-30b vs qwen35_122b_stock: or-muse-glimmer-30b 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 4)
codex-gpt-6.1-sol-low · AB · valid

or-qwen3.6-27b vs or-muse-glimmer-30b: or-qwen3.6-27b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-muse-glimmer-30b vs gptoss20b: or-muse-glimmer-30b wins

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

or-muse-glimmer-30b vs lingtiny: or-muse-glimmer-30b wins

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

or-muse-glimmer-30b vs or-qwen38-flash: or-qwen38-flash wins

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

or-gpt-5.6-luna vs or-muse-glimmer-30b: or-gpt-5.6-luna wins

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

or-muse-glimmer-30b vs gptoss20b: or-muse-glimmer-30b wins

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

ornith9b vs or-muse-glimmer-30b: or-muse-glimmer-30b 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 2)
claude-opus-5-5-low · AB · valid

or-qwen3.6-27b vs or-muse-glimmer-30b: or-muse-glimmer-30b wins

  • attunement: B (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs or-muse-glimmer-30b: or-gpt-5.6-luna wins

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