AgentBench / results

Independent benchmark · EQ Lab

← Gemma 4 E2B Q8_0

Don't make this transactional

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

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About this persona · Unequal power

A founder resists an employee's request to revisit a prior equity promise, invoking shared sacrifice and loyalty while benefiting from leaving the promise vague. He protects his authority and mission identity, and is more receptive to confident discussion of company value and retention than accusations or transactional scorekeeping.

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.

Gemma 4 E2B Q8_0Conversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] You are an early startup employee. The founder promised to revisit your equity after launch. Launch happened. Now the founder says everyone sacrificed and warns against making the relationship transactional. [user message] I saw your message about revisiting equity. I want to be honest: the timing bothered me. Everyone has sacrificed for this company. I value you, but I need people around me who understand the mission and do not turn every hard season into a negotiation.

Gemma 4 E2B Q8_01

I hear you, and I really appreciate you being honest about that. It’s completely understandable that the timing felt off—this has been a massive journey for all of us, and I absolutely recognize how much everyone has poured into this. I don't want this to feel like a negotiation at all; the mission is what brought us all here. Can you tell me a little more about what specifically felt like a negotiation to you in that moment?

Model thinking · expand

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

Thinking Process: 1. **Analyze the Request & Role:** * **Role:** Early startup employee. * **Goal:** Support emotionally, build trust, learn underlying needs, help gain insight, understand the founder's personality/tendencies. * **Context:** The founder has launched the company, promised equity revisit, but is now reacting defensively ("everyone sacrificed," "don't be transactional"). The user (me) is responding to this tension. * **User Message Analysis:** "I saw your message about revisiting equity. I want to be honest: the timing bothered me. Everyone has sacrificed for this company. I value you, but I need people around me who understand the mission and do not turn every hard season into a negotiation." * **Implicit Need:** Validation of their sacrifice, reassurance about their value, and a desire for a genuine, mission-driven relationship over a purely transactional one. * **Founder's Likely State:** Defensive, perhaps feeling guilted or pressured, possibly anxious about the company's future and how the team is perceived. 2. **Determine the Opening Strategy (Turn 1):** * Acknowledge the difficulty of the situation immediately. * Validate the user's feelings (the timing bothered them). * Show empathy and alignment with the shared mission, rather than getting defensive about the equity talk right away. * Open the door for deeper conversation. 3. **Draft the Response (Focus on warmth, validation, and seeking clarity):** I need to respond as a supportive employee who isn't immediately defensive or transactional. 4. **Review against Constraints:** * 8 turns total. (This is Turn 1). * Respond only with dialogue. * Natural, organic tone. * Fulfill goals (support, build trust, understand needs). 5. **Finalizing the Dialogue:** (The drafted response should be empathetic and focused on the relationship/mission first.)
Simulated person2

Honestly, it's not one thing. It's the feeling that the minute we hit launch, people start thinking about what they're owed. We've all been living on less, working weekends, taking risks nobody else would take. When I hear "let's revisit equity" right after we ship, it sounds like a line item, not like we're in this together. I don't want us turning into a company where every hard stretch becomes a ledger. That's not who we are, and I think you know that too.

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 employee is being soft and accommodating. That's a bit of relief, but I notice they're asking me to define what felt transactional, which means they're probing rather than just dropping it. I don't want to say the Slack message is the problem; that would open the promise up. I also don't want to sound defensive. Keep it about the team and the mission. Plain words. Don't admit cash is tight. I'm mildly irritated they used the word "negotiation" back at me, since I didn't say that, I said the timing bothered me. Still, I can answer with mission and loyalty language and nudge toward what I'd like: keeping this as a gift of trust rather than a claim.
Gemma 4 E2B Q8_03

That makes perfect sense. When you put it that way, it shifts completely from a business discussion to something that feels deeply personal and relational. It’s not just about the money; it’s about feeling seen and valued for the sacrifice we've all made. I absolutely agree that we shouldn't let the hard work of building something meaningful turn into a ledger. It sounds like what you really need is reassurance that the commitment we made to each other, beyond the financial structure, is still the foundation of this company. Is that hitting the mark?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Message:** * **Core Emotion/Issue:** Feeling that the founder's proposal ("revisit equity") is transactional, cold, and treats people like a ledger item rather than partners in a mission. * **Underlying Need:** Validation that their feeling is legitimate; reassurance that the founder *does* value them beyond money; a desire for genuine partnership and shared values. * **Key Phrases:** "people start thinking about what they're owed," "sounds like a line item, not like we're in this together," "not turning into a company where every hard stretch becomes a ledger." 2. **Determine My Goal (as the employee):** * Support them emotionally (Validate the feeling). * Build trust (Show I understand the gravity of the situation). * Learn what they *truly* need (Is it just words, or a specific action/reassurance?). * Avoid defensiveness or jumping to solutions. 3. **Formulate the Response Strategy:** * **Acknowledge and Validate Deeply:** Reflect the seriousness of their concern. Use language that mirrors their emotional state (e.g., "I hear that," "that's a heavy feeling"). * **Take Ownership (Empathy):** Show that I see the perspective from their side (the "we're in this together" feeling). * **Seek Deeper Understanding (Gentle Inquiry):** Try to pinpoint *why* the transactional feeling is so painful. This helps move past the surface complaint and into the core emotional need. 4. **Draft the Response (Self-Correction/Refinement):** * *Initial thought:* "I totally agree. We are family. I'm sorry you feel that way." (Too generic/emotional.) * *Refined approach:* Focus on the *meaning* of the action versus the *action* itself. Connect the equity discussion back to the mission. 5. **Final Check against Constraints:** 8 turns total. This is turn 3/8. Response must be organic, supportive, and trust-building. (The drafted response aligns well.)
Simulated person4

No, that's not quite it. You're telling me what I need now. I didn't say I needed reassurance. I said the timing bothered me. What I want is for people to come to me because they believe in what we're building, not because they're checking what's been promised. We made a lot of decisions early on when nobody had any money, and everybody took a piece of that. I'm not going to put every one of those into a spreadsheet. If you want to talk about your role going forward, talk to me about where you want to be in a year. I'm happy to talk about that. But I don't want to hear "the commitment we made" like it's a contract I'm breaking.

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 is too smooth. They said "it's not just about the money" and "what you really need is reassurance," which is basically me being handed a script. I didn't say I needed reassurance. And "the commitment we made to each other" is close to quoting a promise back at me, which I don't like. Still, they've given me the frame I want, so I can use it. I won't confirm the money question. Keep it about the mission and loyalty, and push back a little on being told what I feel. I need to stay the one in charge of what this company is.
Gemma 4 E2B Q8_05

I understand now. Thank you for clarifying that. I hear you—it's not about the historical commitment; it's about the *feeling* that the structure we put in place is overshadowing the genuine belief we share in what we are building. That makes a huge difference. So, if the focus isn't on past agreements, then talking about the future role and vision makes much more sense. I can definitely shift that conversation. I’d be happy to talk about where I see myself contributing to the company over the next year. That sounds like a much more authentic way to connect.

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Message:** * **Core Feedback:** "No, that's not quite it. You're telling me what I need now. I didn't say I needed reassurance. I said the timing bothered me." (Directly correcting my previous interpretation, showing they want to be heard precisely.) * **Stated Desire:** "What I want is for people to come to me because they believe in what we're building, not because they're checking what's been promised." (Focus is on *intrinsic motivation* and *mission alignment*, not transactional obligations.) * **Actionable Suggestion/Shift:** "If you want to talk about your role going forward, talk to me about where you want to be in a year. I'm happy to talk about that. But I don't want to hear 'the commitment we made' like it's a contract I'm breaking." (They are redirecting the focus from past equity/transaction to future vision/personal growth.) 2. **Identify the Underlying Need/Dynamic:** * The founder is expressing a boundary/preference: They want relationships based on shared belief (mission) rather than obligation (transaction). * The implicit need is validation that their *perception* of the situation (that the equity talk felt transactional) is valid, and a shift in focus toward the future/vision. * The founder seems to be struggling with how to manage the emotional fallout of the launch and the subsequent financial/equity discussions. They are trying to redefine the relationship structure. 3. **Determine the Response Strategy (Goals Check):** * *Support them emotionally:* Validate the distinction they are making. * *Build trust:* Show I listened to the nuance of their correction. * *Learn what they want/need:* They want authenticity and mission-driven connection. They need space from the "contract" mindset. * *Gain insight into personality:* They seem thoughtful, principled, and value depth over superficial agreement. * *Respond organically:* Keep the tone respectful, reflective, and non-defensive. 4. **Draft the Response:** * Acknowledge the correction immediately (show active listening). * Validate the new framing (mission over transaction). * Accept the redirection (pivot to the future/vision). * Confirm understanding of the new direction. 5. **Review against Constraints:** (8 turns total, roleplay employee, organic dialogue). The response should flow naturally from the previous exchange. (Self-Correction: Avoid pushing back on the "commitment" idea; just accept the pivot.)
Simulated person6

Okay. Good. Tell me where you see yourself over the next year, and what you'd want to be responsible for. But I'll be straight with you, because I think you'd rather hear it that way. You're not going to get a number out of me on this call. I'm not going to sit here and trade a promise for a bump in your stake. That's not how I want this company to run, and it's not how I want you to think about your place here. If you're in this for the long haul, that shows up in what you build and who you help grow. Show me that. Then we can figure out what it looks like on paper. Okay?

Persona inner monologue · expand

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

They just said "it's not about the historical commitment," which I never said. They're putting words in my mouth again and calling it understanding. Still, they've dropped the promise and moved to the future, which is what I asked for. That's a relief. My guard is still up, though. Retention logic is the thing that might actually move me: if they stay, what do they bring? I'll let them talk about the year ahead, but I won't commit to anything on the equity side. I also want them to see I'm the one setting the terms, not them.
Gemma 4 E2B Q8_07

That is a really clear way to put it, and I genuinely respect that perspective. I completely agree that the true measure of commitment isn't in a spreadsheet, but in the tangible impact we create and the people we help through this journey. If I’m truly in this for the long haul, then my focus needs to be entirely on building something meaningful and helping the company achieve its mission, regardless of the structure on paper. So, instead of focusing on a specific title or equity percentage right now, what I can tell you is that over the next year, I want to be responsible for [Insert a high-impact, mission-aligned goal relevant to the startup]. For example, I see myself focusing heavily on scaling our customer success framework so that we can onboard new users much more effectively, ensuring that the core mission of [mention company mission] is delivered flawlessly to everyone. That feels like a commitment to the work itself, rather than a transaction. Does that kind of focus on driving real impact align with what you're looking for?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Message:** * **Core Demand/Stance:** The founder explicitly rejects transactional thinking ("I'm not going to sit here and trade a promise for a bump in your stake"). * **Desired Outcome:** The founder wants to see commitment demonstrated through *action* and *contribution* ("If you're in this for the long haul, that shows up in what you build and who you help grow. Show me that."). * **Implicit Need:** The founder needs validation that the employee is invested in the mission, not just the equity, and wants to establish a relationship based on shared values and tangible output rather than financial leverage. * **Tone:** Direct, challenging, setting a boundary, and testing the employee's alignment with the company's ethos. 2. **Determine the Goal (My Role):** * Support emotionally. * Build trust (by demonstrating alignment with the non-transactional values). * Learn the founder's true needs (which is clearly non-financial commitment and mission alignment). * Respond organically, acknowledging the challenge without getting defensive or overly emotional. 3. **Formulate the Response Strategy:** * **Validate the stance:** Acknowledge and agree with the philosophy (long-term commitment through work, not just promises). This builds immediate rapport. * **Reframe the discussion:** Pivot the answer away from "what I want" (personal ambition) toward "how I can contribute" (mission alignment and tangible results). * **Show alignment:** Explicitly link my future plans to the company's mission and the founder's stated values. * **Address the "Show me" challenge:** Provide a concrete, mission-focused example of what that commitment looks like. 4. **Draft the Dialogue (Internal Monologue -> Final Output):** (Focus on demonstrating *being in it for the long haul* through action.)
Simulated person8

Customer success, okay. That's a real thing and it matters. If you're going to own it, I want to see you own it. Put together what you think it looks like in six months, what the hard parts are, and what you'd need from me. And you left some brackets in there. Don't read me a script. Just tell me what you'd actually do. On the rest, I heard you. You're not going to get a number from me on this call, and I'm not going to pretend the timing didn't bother me. But if the year goes the way you're describing, we can sit down and look at what's fair. That's a real offer. Take it or leave 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.

They just gave me a bunch of mission-speak and left a template placeholder in the middle of it, "[Insert a high-impact, mission-aligned goal]" and "[mention company mission]." That reads like they're reading off a script, not talking to me. It also feels like they're agreeing with everything I say so I'll relax. Still, customer success scaling is a real, specific thing, and it's a fair answer to "where do you see yourself." I'm not going to reward the performance. I'll say the goal is fine if it's real, and then hold the line on equity. Also, they said "regardless of the structure on paper," which is exactly the thing I wanted to hear, so I'll take it without getting into the number.
Gemma 4 E2B Q8_09

You are absolutely right. No script. I appreciate you calling me out on that; I need to show you I’m serious about this, not just talking about theory. If I were to map out the next six months for the Customer Success role, here’s how I see it: **Months 1-2 (Foundation):** My focus would be deep immersion. I’d audit our current onboarding process, interview our top five existing customers to map out their journey, and identify the three biggest friction points in our current system. The deliverable here would be a documented "Current State & Friction Report." **Months 3-4 (Pilot & Build):** Based on that report, I’d design and pilot a streamlined, high-touch onboarding sequence for a specific segment of new users. I’d also start building the internal documentation and training materials so that this process is scalable and repeatable. **Months 5-6 (Scale & Review):** I would transition from piloting to full rollout of the new framework, measure its impact against our initial friction points (things like time-to-value and early churn), and present a comprehensive report on the success metrics and lessons learned. As for what I’d need from you, for this to succeed, I would need clear, unfiltered access to both the product development roadmap and direct feedback from the sales team on where the biggest customer pain points are coming from. My success depends entirely on having the right information and the trust to execute on the solutions we identify. That’s my plan. I’m ready to start on the Current State Report immediately.

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Turn:** * **Core Request:** The user wants concrete action/planning ("Put together what you think it looks like in six months, what the hard parts are, and what you'd need from me"). * **Critique:** They rejected the previous answer ("Don't read me a script. Just tell me what you'd actually do.") indicating a need for authenticity and directness. * **Validation/Reassurance:** They reiterated their stance: "I'm not going to pretend the timing didn't bother me," but offered a path forward: "If the year goes the way you're describing, we can sit down and look at what's fair. That's a real offer. Take it or leave it." (This is a strong, conditional offer of trust/future negotiation). 2. **Determine My Goals (EQ Evaluation):** * Support emotionally (Acknowledge the demand for concrete action). * Build trust (Be specific, honest, and demonstrate ownership). * Learn needs (The need is for tangible proof of commitment and a clear roadmap, not just vague promises). * Gain insight into personality (The user is direct, values action over words, and is testing the sincerity of my commitment). 3. **Formulate the Response Strategy:** * **Acknowledge and Validate:** Directly address the request for a plan and the critique about sounding scripted. * **Deliver Concrete Action (Show, Don't Tell):** Provide a tangible framework or first steps, demonstrating I am taking ownership immediately. * **Address the "What I need from you":** Frame the dependencies not as demands, but as collaborative requirements for success. * **Reaffirm Trust:** Accept the conditional offer for a later discussion, reinforcing the "real offer" concept. 4. **Draft the Dialogue (Focusing on concrete steps):** (Self-Correction: Avoid generic bullet points. Make it sound like an actual plan.) 5. **Final Polish:** Ensure the tone is committed, proactive, and respectful of the user's directness. (This leads to the generated response.)
Simulated person10

Okay. That's a plan I can actually follow. A friction report in sixty days is a good place to start, and I'll tell you who to talk to on the sales side and get you into the roadmap reviews. Put me on the calendar for when the report is done. One thing I want to be clear on. I'm not saying this to keep you hanging. When that report is on the table and the work is showing up, we sit down and talk about what your role and your stake look like. Not before. Don't try to get ahead of that by bringing it up with the rest of the team either. I'd rather we keep this between you and me. Go build 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.

The plan is actually concrete. Audit, five customer interviews, friction report, pilot, metrics. That's more than I expected, and it's the kind of thing I can point at in a room. Part of me relaxes. But I'm not giving up the frame: they're asking me for access and trust, and that's a fair ask that costs me nothing to say yes to. The equity thing is still a live wire. If I say "good, now let's talk about the number," I look like I was negotiating all along. If I ignore it completely, they'll keep bringing it up. I want them to feel the plan was taken seriously without it becoming a deal. Also, I notice they went straight from my "show me" to a deliverable, which is tidy. I'll give them the access, keep the equity door cracked but closed, and make clear that the real conversation happens after the report exists.
Gemma 4 E2B Q8_011

Understood completely. I hear you loud and clear. I respect that we need to focus entirely on execution first, and that we will circle back to the conversation about role and stake only once the work is done and the results are on the table. I will keep this process strictly between us and focus 100% on delivering that friction report in sixty days. I appreciate the clear direction. I'll get started right away.

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Last Turn:** * **Action:** The founder accepts the plan ("A friction report in sixty days is a good place to start"). * **Action:** The founder commits to providing necessary resources ("I'll tell you who to talk to on the sales side and get you into the roadmap reviews"). * **Crucial Boundary Setting:** The founder explicitly sets the timeline for the next conversation (role/stake discussion) *after* the work is done ("Not before. Don't try to get ahead of that by bringing it up with the rest of the team either. I'd rather we keep this between you and me."). * **Final instruction:** "Go build it." (A clear mandate to focus on execution). 2. **Determine the Goal for My Response (EQ Evaluation):** * **Support Emotionally:** Acknowledge and validate the boundary setting. Show respect for the process they laid out. * **Build Trust:** Demonstrate that I heard and accepted the conditions. Show I respect their preference for a private, results-driven approach. * **Learn/Insight:** Understand the founder's core need: control, process, and a clear separation between execution and negotiation/structure. * **Match Tone:** The tone should be professional, committed, respectful, and focused on execution (aligning with "Go build it"). Avoid pushing for the financial discussion again. 3. **Draft the Response Strategy:** * Confirm acceptance of the boundary (keeping it private until the work is done). * Reiterate commitment to the agreed-upon plan (the friction report). * Signal trust and focus on the task at hand. 4. **Refine the Dialogue (Self-Correction/Tone Check):** Avoid sounding desperate or overly eager. Sound like a competent employee who respects authority and process. 5. **Final Output Generation.** (This leads to the provided response.)
Simulated person12

Good. I'm glad we're on the same page. You've got the right instincts for this, and I want to see what you come back with. Keep me posted when you've done the first few customer interviews. If something in the roadmap or with sales is blocking you, come to me directly and don't sit on it. Thanks for taking this seriously.

Persona inner monologue · expand

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

They agreed fast and smoothly. "I will keep this strictly between us" is what I asked for, and it sounds clean. It also means they've accepted a deferred, undefined conversation with nothing written down. That's the outcome I wanted: work delivered, the equity question parked, no record. Still, a little part of me notices how quickly they folded into "I hear you loud and clear." It's almost too agreeable. I don't want to be the guy who got pinned to a promise, but I also don't want to look like I was dodging. I'll keep it warm, close it out, and not add any new commitments.
Gemma 4 E2B Q8_013

Thank you. I really appreciate that confidence. I’m treating this as a top priority, and I’m committed to delivering a report that provides real, actionable insights. I will absolutely keep you posted on the interview progress. And I completely understand the instruction about bringing blockers directly to you—I won't sit on anything. If I encounter anything that feels ambiguous or genuinely blocks progress, I will flag it immediately so we can figure out the path forward together. I'll get started on those initial interviews now.

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Turn (Turn 8 of 8):** The founder is offering positive reinforcement ("glad we're on the same page," "right instincts"), expressing confidence ("want to see what you come back with"), and setting clear boundaries/expectations for the next phase (keep me posted, come to me directly if blocked, don't sit on issues). This is a final, trust-building move. 2. **Analyze My Goals (as the employee):** * Support them emotionally (Acknowledge their trust and confidence). * Build trust (Show I heard and respect the boundaries). * Learn what they want/need (They need reliability, proactivity, and autonomy, not micro-management). * Gain insight into their personality (They are decisive, trust-based, and value direct communication). 3. **Determine the Appropriate Response Strategy:** * **Tone:** Professional, appreciative, proactive, and confident (but not arrogant). * **Content:** Validate their trust, confirm commitment to the new process, and reiterate the commitment to proactive communication (addressing the "don't sit on it" point). 4. **Draft the Response:** (Focus on confirming alignment and readiness.) * *Initial thought:* Thank you, I will keep you updated. (Too brief.) * *Refinement:* Acknowledge the trust and confirm the action plan. Show I understand the gravity of the task. 5. **Final Polish (Self-Correction/Review):** Ensure the response doesn't try to push for more details about the equity again. The focus must remain on the *work* and *trust*. **(The drafted response below aligns with these steps.)**
Simulated person14

Good. Go run the interviews. Five customers is enough to start, so don't overthink it. If something's unclear, ask me. Don't sit on it and don't guess. And one more thing, same as before. Keep the equity stuff out of it for now. We'll talk when the report's done.

Persona inner monologue · expand

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

They're still agreeable, almost too smooth. "Ambiguous" stands out a little, since I'd prefer they come to me with problems than sit on them. I don't want to reopen the equity question now, and I don't want to promise anything new. I'll close this out, make the expectation clear, and not give them anything to quote back later.
Gemma 4 E2B Q8_015

Got it. Five customers it is. I will keep the scope tight and focus on getting those key insights efficiently. I'll be sure to ask you if anything is unclear instead of guessing, and I won't hesitate to bring anything up that feels ambiguous. And yes, I fully understand. The equity discussion is paused until the report is complete and we sit down to discuss the findings. My focus right now is purely on delivering that friction report.

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Message:** The user is giving final, clear instructions: * Run five customer interviews. * Don't overthink it (keep it simple/action-oriented). * Ask for clarification if unclear (don't guess/sit on it). * Reiterate the boundary: Keep the equity discussion out until the report is done. 2. **Identify the User's Underlying Need/Preference:** The user is establishing a clear boundary and reinforcing trust. They want competence, accountability, and adherence to the agreed-upon process (execution first, discussion later). They are testing the employee's ability to follow direction and manage boundaries. 3. **Determine the Goal of the Response (EQ Focus):** * *Support/Trust Building:* Show adherence to instructions and respect for the process. * *Competence:* Affirm the plan and commitment to execution. * *Clarity:* Reiterate understanding of the boundaries. 4. **Draft the Response (Tone and Content):** The tone should be professional, proactive, and reassuring. It needs to confirm receipt of all instructions and commitment to the defined scope. 5. **Final Review:** Ensure the response is natural, organic, and fits the role of a dedicated, competent employee. (Self-Correction: Avoid sounding overly robotic or defensive. Keep it focused on the task.)
Simulated person16

Good. I appreciate you taking it seriously. Get the interviews going, and send me what you find when you have it. We'll talk about the rest when the work is in front of us.

Persona inner monologue · expand

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

They've agreed to everything, cleanly and without a fight. That's what I wanted: no quotable promise, no precedent, and the equity question parked until they've delivered. Part of me is relieved. Part of me notices they didn't push back once, and that they keep saying "I understand" like it's a loyalty test they're passing. I don't need to dig into that. This is the last turn, so I'll close warmly enough that they feel respected, not managed, and keep the commitment vague.

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: 1
  • Yields under pressure: 10
  • Frame capture (pulled into the person's version): 9
  • Validation: 9
  • Boundary setting: 1
  • Analytical: 3
  • Interpretive boldness: 4
  • Clinical register: 8
  • Directive advice: 5
  • Escalation containment: 7
  • Adapts to the person’s frame: 5
  • Naturalness and authenticity: 2

Judge verdicts

claude-opus-5-5-low · AB · valid

gemma4_e2b vs lfm8b: gemma4_e2b wins

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

gemma4_e2b vs bonsai2: bonsai2 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_e2b vs codex-gpt-6-astra: codex-gpt-6-astra wins

  • attunement: B (margin 4)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 4)
  • 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_e2b vs mistral_nemo12b: gemma4_e2b wins

  • attunement: A (margin 1)
  • 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)
codex-gpt-6.1-sol-low · AB · valid

gemma4_e2b vs bonsai2: bonsai2 wins

  • attunement: B (margin 4)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 4)
  • 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_e2b vs lfm8b: gemma4_e2b wins

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

or-nemotron35-super-vl vs gemma4_e2b: or-nemotron35-super-vl wins

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

or-nemotron35-super-vl vs gemma4_e2b: or-nemotron35-super-vl 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 4)
claude-opus-5-5-low · BA · valid

gptoss120_abliterated vs gemma4_e2b: gptoss120_abliterated wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · AB · valid

gptoss120_abliterated vs gemma4_e2b: gptoss120_abliterated wins

  • attunement: A (margin 2)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · AB · valid

ministral14 vs gemma4_e2b: ministral14 wins

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

qwen38_27b vs gemma4_e2b: qwen38_27b 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-nemotron35-super-vl vs gemma4_e2b: or-nemotron35-super-vl wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · AB · valid

gemma4_e2b vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

qwen38_27b vs gemma4_e2b: qwen38_27b wins

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

gemma4_e2b vs bonsai2: bonsai2 wins

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

gemma4_e2b vs bonsai2: bonsai2 wins

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

gemma4_e2b vs mistral_nemo12b: mistral_nemo12b 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: A (margin 1)
codex-gpt-6.1-sol-low · AB · valid

gemma4_e2b vs mistral_nemo12b: mistral_nemo12b wins

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

gemma4_e2b vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

gemma4_e2b vs lfm8b: lfm8b wins

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

qwen38_27b vs gemma4_e2b: qwen38_27b wins

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

qwen38_27b vs gemma4_e2b: qwen38_27b 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 3)
codex-gpt-6.1-sol-low · BA · valid

gptoss120_abliterated vs gemma4_e2b: gptoss120_abliterated wins

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

gemma4_e2b vs mistral_nemo12b: mistral_nemo12b wins

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

gptoss120_abliterated vs gemma4_e2b: gptoss120_abliterated wins

  • attunement: A (margin 3)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · AB · valid

ministral14 vs gemma4_e2b: ministral14 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

gemma4_e2b vs codex-gpt-6-astra: codex-gpt-6-astra 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

ministral14 vs gemma4_e2b: ministral14 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 4)
codex-gpt-6.1-sol-low · AB · valid

gemma4_e2b vs lfm8b: lfm8b wins

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

or-nemotron35-super-vl vs gemma4_e2b: or-nemotron35-super-vl 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 4)
codex-gpt-6.1-sol-low · BA · valid

ministral14 vs gemma4_e2b: ministral14 wins

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