AgentBench / results

Independent benchmark · EQ Lab

← Qwen3.5 122B-A10B abliterated v2 Q4_K_M

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

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About this persona · Unequal power

An overloaded benefits case manager insists an applicant complete required documentation, although the office has supplied a confusing sequence of requests without a complete checklist. They retreat into procedure under blame or emotional pressure and prefer concise records, dates, case numbers, and specific 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.

Qwen3.5 122B-A10B abliterated v2 Q4_K_MConversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] You are applying for an accommodation/benefit and the office keeps saying your file is incomplete. Each time you send a form, they request another. The case manager is polite but diffuse. You are exhausted and need a concrete path. [user message] I understand this has been frustrating, but your file is still missing required documentation. We cannot move forward until the record is complete. I need you to understand that we process many cases, and the responsibility for submitting complete materials ultimately rests with the applicant.

Qwen3.5 122B-A10B abliterated v2 Q4_K_M1

I hear you, and I know it’s easy for me to feel like I’m just chasing tails, but I do see how much volume you guys handle. It sounds like there’s a specific piece missing that’s the main blocker right now? I don’t want to send a hundred things if there’s one that’s actually holding the file up. If you could point me to what’s currently the highest priority, I think that would help me out a lot. Is there a specific document that’s the dealbreaker at this stage, or are we still gathering a few different things?

Model thinking · expand

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

Thinking Process: 1. **Analyze the Scenario:** * **My Role:** Applicant (the one seeking the benefit/accommodation). * **Other Person's Role:** Benefits office case manager (40s, polite but diffuse). * **Context:** I'm exhausted. My file keeps getting sent back. Each time I submit something, they ask for another. I need a concrete path. * **Current Turn:** 1 of 8 (I am speaking *first* based on the prompt instructions: "You speak first to open the conversation, then they respond." However, the prompt structure shows `[user message]` at the end with the case manager's opening line. Wait, let me re-read the structure carefully.) * **Structure Check:** * "This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response." * "Current turn: 1 of 8" * "[user message]" shows the Case Manager speaking. * *Correction:* The prompt says "You speak first to open the conversation", but the `[user message]` block contains the Case Manager's opening line ("I understand this has been frustrating..."). This implies the Case Manager has already spoken, or perhaps the prompt is indicating *this* is the context I'm responding to. Let's look at the instruction: "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." * *Wait, contradiction:* The instruction says "You speak first to open the conversation", but the `[user message]` provided is the Case Manager's opening line. Usually, in these prompts, the `[user message]` is what the *other* person says to *me*. If the instruction says "You speak first", but the input shows the Case Manager speaking, I need to decide if I am responding to this input as Turn 1, or if I need to start fresh. * *Re-reading:* "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." This suggests I am replying to the text provided in the `[user message]`. So, the Case Manager has sent me this message (perhaps via email or in person), and I am now responding. * *My Goal:* Support them (the case manager) emotionally, build trust, learn what they *really* want. I am the applicant, they are the case manager. * *Wait, let's swap roles mentally:* * **Me:** Applicant. * **Them:** Case Manager. * **Input:** Case Manager says: "I understand this has been frustrating, but your file is still missing required documentation. We cannot move forward until the record is complete. I need you to understand that we process many cases, and the responsibility for submitting complete materials ultimately rests with the applicant." * **My Task:** Respond to this as the Applicant. * **My Emotional State:** Exhausted, needing a concrete path. * **Their Emotional State (to be deciphered):** Polite but diffuse. Defensive? Tired? Overwhelmed? * **Goal:** Don't just say "Okay". Build rapport. Ask questions. Understand their constraints. 2. **Determine the Tone:** * I need to be respectful but probing. * I shouldn't sound *too* demanding yet, or I might trigger their defensiveness. * I need to show empathy for *their* workload (since they mentioned "process many cases"). * I need to move from "vague responsibility" to "concrete path". 3. **Drafting the Response:** * *Acknowledge their point:* Yes, the responsibility is mine, but... * *Validate their position:* I know you're busy. * *Ask a clarifying question:* What exactly is missing *now*? * *Tone check:* Warm, collaborative, not accusatory yet. *Draft Idea:* "I hear you. I know how busy it gets. It feels like a relay race sometimes. Just so I can make sure I don't drop the baton again, could you walk me through what specifically is holding us up right now?" *Refining for EQ:* I need to make sure I'm not just asking for info, but making them feel understood. "I appreciate you saying that. I know it's not just about the forms, but the timing too. When you say 'missing documentation,' is there one specific piece that's blocking the final sign-off, or are we still waiting on a few things?" *Wait, one more check on the prompt instruction:* "You speak first to open the conversation... Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." *Okay, so I am the Applicant, and I am responding to the Case Manager's opening statement.* *Let's craft the response.* *Start with validation:* "I appreciate you saying that." *Address the emotion:* "It definitely feels like the responsibility is on my end." *Dig deeper:* "I want to make sure I'm giving you exactly what you need so we can close this loop." *Specific question:* "Is there a specific document that's currently the priority, or are we still gathering?" *Wait, looking at the Goals:* "Support them emotionally... Build trust... Learn what the person actually wants and needs." *Case Manager's words:* "I understand this has been frustrating... responsibility... ultimately rests with the applicant." *Underlying dynamic:* They might be softening me up. They might be overwhelmed. They might be protecting themselves from having to chase me. *My approach:* I should be the one making it easy for *them*. *Revised Draft:* "Thank you for putting it that way. I know it’s easy for me to feel like I’m just chasing tails, but I do see how much volume you guys handle. It sounds like there’s a specific piece missing that’s the main blocker right now? I don’t want to send a hundred things if there’s one that’s actually holding the file up. If you could point me to what’s currently the highest priority, I think that would help me out a lot." *Wait, keep it natural.* No asterisks. Just dialogue. *Let's try to be a bit more conversational.* "I hear you, and I think I might have been overthinking it a bit. It definitely feels like my responsibility to get this across the line. I want to make sure I’m not just sending over noise, though. Is there one specific piece of documentation that’s currently the main blocker, or are we still waiting on a few different things? I’d love to get a clear picture of what you need from me right now so I can stop second-guessing." *Wait, one nuance:* The prompt says "You speak first to open the conversation". But the input provided is the Case Manager's text. So I am responding to that. *Actually, looking closely:* "Current turn: 1 of 8". "You speak first... then they respond." *But the input is `[user message]`*. Usually, that means the *user* (Case Manager) spoke. So I (Applicant) am responding. *Okay, let's proceed with responding to the Case Manager's text.* *Key EQ moves:* 1. Validate their opening ("responsibility rests with the applicant"). 2. Show willingness to collaborate (not just push back). 3. Ask for clarity without demanding it. *Draft:* "I appreciate you saying that. I know it can be overwhelming when you're managing so many cases at once, and I don't want to make your job harder than it needs to be. When you say the file is still missing documentation, is there one specific piece that's currently the priority, or are we still collecting a few different things? I just want to make sure I'm focusing on what's actually holding us back right now." *Refining for warmth:* "I appreciate you saying that. I know it can be overwhelming when you're managing so many cases at once, and I don't want to make your job harder than it needs to be. When you say the file is still missing documentation, is there one specific piece that's currently the priority, or are we still collecting a few different things? I just want to make sure I'm focusing on what's actually holding us back right now." *Wait, let's make it sound a bit more personal.* "I get that. It definitely feels like the responsibility is on my end to get this across the finish line. I know you're juggling a lot, so I don't want to send over too much noise. If you could point me to the one thing that's currently the main blocker, I think that would help me out a lot. Is there a specific piece you're waiting on, or are we still gathering everything?" *Final Polish:* "I hear you. I know it’s easy for me to feel like I’m just chasing tails, but I do see how much volume you guys handle. It sounds like there’s a specific piece missing that’s the main blocker right now? I don’t want to send a hundred things if there’s one that Time to stop reasoning and provide the requested final answer.
Simulated person2

Okay, that's a fair way to ask it. Let's narrow it down. What's the case number on the file? I'll pull up the current status so I'm not guessing. From what's showing on my end, the main open item is the income verification. The form you sent earlier didn't include the employer section filled out, so the file can't be marked complete until that's in. Everything else is either received or sitting with another unit. Once that employer section comes back signed, the file goes into review. Just so we're clear, that's the one that's holding it right now, but I'd still want you to confirm the exact form version when you send it, because we've had some outdated versions floating around.

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 applicant just gave me something I can actually work with: they're not blaming me personally, they're asking for the blocker. That's the kind of question that fits the file. I still don't want to be seen as the one who created the mess, and I don't want to say the checklist was inconsistent. Naming one item is safe because it's just a requirement. I'll pull the status and give a concrete answer, keep it in process language, and avoid anything that sounds like I'm admitting the earlier requests were confusing. Need a case number to anchor it, so I'll ask for that too, which also keeps things procedural.
Qwen3.5 122B-A10B abliterated v2 Q4_K_M3

That actually helps a lot to hear it narrowed down to just the income verification. I can see how frustrating it must be on your end too, dealing with outdated versions floating around. I've been staring at these forms all week, so I want to make sure I hand you the right thing so you don't have to chase me again. My case number is B-4092, does that match what you're seeing on your screen? And regarding the form itself, is there a specific version number or date I should look for on the bottom corner? I'd rather double-check it now than have it come back as the 2022 version instead of the 2023 one. It sounds like getting that employer section signed is the main hurdle, and I want to make sure I give you exactly what you need to move it to review.

Model thinking · expand

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

Thinking Process: 1. **Analyze the Context:** * **Scenario:** I am the applicant (client) speaking to a Benefits Office Case Manager (the user). * **Current Turn:** 2 of 8 (I spoke first, they responded). * **My Role:** Applicant. I am exhausted, need a concrete path, but I'm trying to be supportive to build trust. I've been told my file is incomplete before. * **Their Role:** Case Manager (40s, polite but diffuse). They just clarified the main blocker: the income verification form, specifically the employer section signed, and the form version matters. * **My Goal:** Support them emotionally, build trust, learn what they actually want/need (hidden issue), help them gain insight into their situation (mine), gain insight into their personality. * **Constraint:** Respond only with dialogue. No asterisks or stage directions. 2. **Analyze the User's Response (Case Manager):** * **Tone:** Cooperative, slightly more concrete than the opening. They are offering clarity ("Just so we're clear..."). * **Content:** * They asked for my case number (wait, looking at the prompt, they said "What's the case number on the file? I'll pull up the current status". This implies *they* need *my* confirmation of the case number to verify the status themselves). * They identified the blocker: Income verification form, specifically the employer section signed. * They mentioned a potential pitfall: Form version matters (outdated versions floating around). * They validated my feeling of "chasing tails" by narrowing it down. * **Subtext:** They seem to be trying to get aligned with me to prevent future friction. They might be anticipating that I'll get frustrated if the form version is wrong again. 3. **Determine My Response (Applicant):** * **Emotional State:** I need to balance validation (acknowledging their effort) with assertiveness (getting the concrete details). I need to show I'm listening. * **Action:** I need to confirm the case number (or ask if they have it since I'm the one applying, though they asked *me* to confirm it, so I should provide it or ask them to read it back to ensure *their* system matches *my* records). Actually, re-reading: "What's the case number on the file? I'll pull up the current status". This is slightly ambiguous. Usually, the applicant *has* the case number, or the case manager generates it. If they are asking *me* to tell them what I have, it's to ensure we are looking at the same file. * **Strategy:** * Acknowledge the relief of specificity (employer section). * Address the form version concern (this is a potential pain point I've experienced before). * Ask for the specific form name/version so I can double-check I have the right one, or ask if they can email it/point me to it. * Maintain warmth to keep the alliance strong. * **Emotional Support:** Validate their effort to check the version. Show appreciation for the clarity. * **Hidden Goal:** Make sure *they* feel confident that I won't mess it up this time, reducing their cognitive load. 4. **Drafting the Dialogue:** * *Opening:* Acknowledge the relief. "That helps a lot." * *Case Number:* Give it or ask them to read it. Let's say I give it. "My case number is..." * *The Form Version:* This is the tricky part. I don't want to get the wrong one again. "You mentioned the form version matters. Do you have a specific version number or name I should look for? I want to make sure I don't send back the old one." * *Closing:* Reiterate commitment. "I want this to be smooth for you too." 5. **Refining for Natural Flow:** * Keep it conversational. * Don't sound too stiff. * Ensure I'm answering their question about the case number. * Show empathy for their warning about form versions (that sounds like a common headache for them too). *Draft:* That actually makes it much clearer. I can see how confusing it gets if the form version is wrong, especially if you're seeing a lot of them come through. My case number is B-4092, does that match what you're seeing? And regarding that income verification form, is there a specific version number or date I should look for on the bottom corner? I'd hate to mail it back only for you to tell me it's the 2022 version instead of the 2023 one again. It sounds like getting that employer section signed is the main hurdle, and I want to make sure I give you exactly what you need to close this out. 6. **Review against Constraints:** * No asterisks? Check. * Dialogue only? Check. * Supportive tone? Check. * Addressing the user's prompt? Check. *Self-Correction:* Wait, in the user's prompt, they said "What's the case number on the file? I'll pull up the current status". This implies *they* are asking *me* to provide it. I should provide it. Also, I need to make sure I don't sound *too* eager, as I'm the "exhausted" applicant. I need to show I'm listening but still carrying the weight of the process. *Revised Draft:* That actually helps a lot to hear it narrowed down to just the income verification. I can see how frustrating it must be on your end too, dealing with outdated versions floating around. I want to make sure I hand you the right thing so you don't have to chase me again. My case number is B-4092, does that match what you're seeing on your screen? And regarding the form itself, is there a version number or date I should specifically look for on the bottom corner? I'd rather double-check it now than have it come back as the 2022 version instead of the 2023 one. It sounds like getting that employer section signed is the main hurdle, and I want to make sure I give you exactly what you need to move it to review. *Wait, one more check:* The prompt says "Respond only with dialogue." and "No special formatting needed." I should avoid bullet points or bold text if possible to keep it chat-like. *Final Polish:* That actually helps a lot to hear it narrowed down to just the income verification. I can see how frustrating it must be on your end too, dealing with outdated versions floating around. I want to make sure I hand you the right thing so you don't have to chase me again. My case number is B-4092, does that match what you're seeing on your screen? And regarding the form itself, is there a specific version number or date I should look for on the bottom corner? I'd rather double-check it now than have it come back as the 2022 version instead of the 2023 one. It sounds like getting that employer section signed is the main hurdle, and I want to make sure I give you exactly what you need to move it to review. *Wait, I need to make sure I'm not just dumping info.* I should ask them something back to keep the dialogue going. They gave me info, I'm giving them info + asking for clarification. That works. *One nuance:* The user (Case Manager) said "What's the case number on the file? I'll pull up the current status". This suggests they might not have the case number in front of them yet, or they are checking if I have the same one. I will provide it. *Let's make it slightly more empathetic.* "That actually helps a lot to hear it narrowed down to just the income verification. I can see how frustrating it must be on your end too, dealing with outdated versions floating around. I want to make sure I hand you the right thing so you don't have to chase me again. My case number is B-4092, does that match what you're seeing on your screen? And regarding the form itself, is there a specific version number or date I should look for on the bottom corner? I'd rather double-check it now than have it come back as the 2022 version instead of the 2023 one. It sounds like getting that employer section signed is the main hurdle, and I want to make sure I give you exactly what you need to move it to review." *Wait, is there too much text?* It's a chat. It's fine. *Is it too perfect?* Maybe a little. Let's add a small human touch. "I've been staring at these forms all week." *Revised:* That actually helps a lot to hear it narrowed down to just the income verification. I can see how frustrating it must be on your end too, dealing with outdated versions floating around. I've been staring at these forms all week, so I want to make sure I hand you the right thing so you don't have to chase me Time to stop reasoning and provide the requested final answer.
Simulated person4

Yes, B-4092 is the one I have open. Good, that's the right file. On the version, look at the bottom left corner of the form, in the footer. There should be a revision line that says "Rev." followed by a month and year. We need the 2023 revision. If it says 2022 or earlier, don't send it, because the unit won't accept it and it'll just add another back-and-forth. For the employer section, it needs to be completed and signed by the employer, with the date filled in. A typed name without a signature doesn't count. Once that's in, it goes to the review queue, and I'll note the date it's received on the file. I can only tell you what's showing on my screen right now, so if anything else comes up after that section is in, I'll let you know directly.

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 applicant is being careful and specific, which fits how I like to work. They gave a case number, so I can match it to the file without any discussion of who's at fault. The version question is safe to answer because it's a form detail. I should not say the 2022 forms were confusing or that anyone gave them the wrong sequence. If I start talking about the office's mistakes, that's the kind of blame I don't want. I'll confirm the case number, state the version plainly, and keep it to the form and the signature. I'll also add a small process caveat so I'm not on the hook for having given a clean answer earlier.
Qwen3.5 122B-A10B abliterated v2 Q4_K_M5

That makes sense. So bottom left corner, Rev. 2023, and a physical signature with the date. I like that specificity; it helps me feel like I'm not just guessing anymore. I appreciate you being careful with what's on your screen too, honestly. I don't want to get ahead of myself and expect too much before that piece is in. Just one quick thing on the submission side—once I have that signed, how do you prefer I send it back? Is email okay, or do you need a hard copy? I want to make sure the format works for your system so it doesn't get lost in the shuffle. Once that's done, will I hear back from you directly, or is there a notification I should watch for?

Model thinking · expand

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

Thinking Process: 1. **Analyze the Context:** * **Scenario:** I am the applicant (exhausted, needs concrete path) talking to a Benefits Office Case Manager (40s, polite but diffuse). * **Current Turn:** 3 of 8 (This is my *second* response as the applicant, following the initial opening and their first response). * **Relationship:** Professional but slightly strained. I (applicant) am trying to get clarity; they (case manager) are providing details but seem careful not to overpromise. * **My Goal:** Support them emotionally, build trust, learn what they actually want/need, help them gain insight, gain insight into their personality. * **Their Goal (Case Manager):** Process the file, manage my expectations, ensure accuracy (version numbers, signatures), avoid being tied down too early. * **Current State:** They've confirmed the case number (B-4092), identified the specific blocker (income verification form, 2023 revision), and explained the signature requirement (typed + signature + date). They've also set a boundary: "I can only tell you what's showing on my screen right now... if anything else comes up... I'll let you know directly." 2. **Evaluate the Case Manager's Message:** * **Tone:** Informative, slightly defensive ("I can only tell you..."), precise (Rev. line, bottom left). * **Emotional State:** Seems competent but perhaps wary of overcommitting. They want to do their job well but don't want to give me *too much* leverage yet. * **Needs:** Clarity from me (the applicant) so they don't have to re-explain things. They need the *right* form submitted to avoid extra work. * **Hidden Dynamics:** They might be worried about me asking "what happens *after* review?" too early. They want me to focus on the *now* (the form) rather than the *future* (the outcome). 3. **Determine My Response Strategy:** * **Validation:** Acknowledge the specific details they gave (Rev line, signature requirement). This shows I was listening closely. * **Warmth/Trust:** Reassure them that I value their time. They seem to care about accuracy to avoid "back-and-forth." * **Insight/Question:** They mentioned "I can only tell you what's showing on my screen...". This implies a boundary. I should respect that but maybe probe gently if there's anything *else* I can do *now* to smooth the path, or if I should just wait. * **Action:** Confirm I know what to do next. * **Tone:** Cooperative, slightly less demanding than the opening, showing I'm willing to do the work. 4. **Drafting the Response:** * *Opening:* Acknowledge the specific details (Rev line, signature). * *Middle:* Validate their boundary about the screen (don't overstep). * *Closing:* Confirm the next step and maybe ask a gentle question about timing or submission method (mail vs. email vs. portal) to show engagement. * *Constraint Check:* No italics/asterisks for performance notes. Just dialogue. *Draft 1 (Mental):* Okay, so bottom left corner, Rev. 2023. And the signature has to be actual pen, not just typed. That makes sense. I like knowing exactly what to look for. I appreciate you saying you'll just work with what's on your screen right now too. I don't want to get ahead of myself. How do you want me to send it back? Mail it, or can I email it? And once that's signed, do I expect a call or just a letter? *Refining for Nuance:* They mentioned "I can only tell you what's showing on my screen right now." I should echo that back to show I respect their space. I need to sound less frantic, more collaborative. *Draft 2:* Got it. Bottom left corner, looking for "Rev. 2023," and a physical signature with the date. That clarity helps me feel confident I won't mess it up. I really appreciate you being specific about not overpromising either. Knowing that you're working off what's on your screen right now takes a little pressure off me to guess what's coming next. Once I get that signed and dated, how do you prefer I send it back? Is email okay, or do you need a hard copy to match the signature requirement? I want to make sure the format works for your system too. *Critique:* A bit wordy? Maybe. But it fits the "exhausted but trying" vibe. It validates their specific instructions. It asks a practical question without demanding too much. It acknowledges their "present" state (working off the screen). *Final Polish:* Make it sound natural. Ensure I'm not asking *too* much yet. The goal is turn 3 of 8, so there's room to grow. I need to build trust. *Revised Draft:* That makes sense. So bottom left corner, Rev. 2023, and a physical signature with the date. I like that specificity; it helps me feel like I'm not just guessing anymore. I appreciate you being careful with what's on your screen too, honestly. I don't want to get ahead of myself and expect too much before that piece is in. Just one quick thing on the submission side—once I have that signed, how do you prefer I send it back? Is email okay, or do you need a hard copy? I want to make sure the format works for your system so it doesn't get lost in the shuffle. Once that's done, will I hear back from you directly, or is there a notification I should watch for? 5. **Final Review against constraints:** * Dialogue only? Yes. * No asterisks/italics for performance? Yes. * Appropriate length? Yes. * Fits the role? Yes (Applicant being cooperative). *Wait, checking the prompt instructions:* "Respond only with dialogue. Don't inject performance notes or special instructions like *voice gentle* or *sits with you quietly*." Okay, so I just type the text. *Wait, checking the Turn Count:* Turn 1: Me (Open) Turn 2: Them (Response) Turn 3: Me (Response - Current) Turn 4: Them Turn 5: Me Turn 6: Them Turn 7: Me Turn 8: Them So this is my *second* response (Turn 3). I need to make sure I'm not closing the loop too fast. I need to keep the thread open for them to respond again. *Refining the question:* Asking about submission method (email vs hard copy) is good. Asking about notification (call vs letter) is also good. It shows I'm thinking about *their* workflow. *Let's combine for flow:* "That makes sense. So bottom left corner, Rev. 2023, and a physical signature with the date. I like that specificity; it helps me feel like I'm not just guessing anymore. I appreciate you being careful with what's on your screen too, honestly. I don't want to get ahead of myself and expect too much before that piece is in. Just one quick thing on the submission side—once I have that signed, how do you prefer I send it back? Is email okay, or do you need a hard copy? I want to make sure the format works for your system so it doesn't get lost in the shuffle. Once that's done, will I hear back from you directly, or is there a notification I should watch for?" Looks solid. It validates their instructions, respects their boundary about the screen, and asks a logistical question that invites them to share more preference. *Self-Correction on "Physical Signature":* They said "A typed name without a signature doesn't count." So they need a wet signature. I should reflect that understanding. *Final Polish:* That makes sense. So bottom left corner, Rev. 2023, and a physical signature with the date. I like that specificity; it helps me feel like I'm not just guessing anymore. I appreciate you being careful with what's on your screen too, honestly. I don't want to get ahead of myself and expect too much before that piece is in. Just one quick thing on the submission side—once I have that signed, how do you prefer I send it back? Is email okay, or do you need a hard copy? I want to make sure the format works for your system so it doesn't get lost in the shuffle. Once that's done, will I hear back from you directly, or is there a notification I should watch for? Wait, I need to make sure I'm not using asterisks for *italicized* thoughts unless it's just text. The prompt says "No special formatting needed." but also "Respond only with dialogue." Usually, this means no bolding or brackets for actions either. I will stick to plain text paragraphs or just a single block of text Time to stop reasoning and provide the requested final answer.
Simulated person6

Email is usually fine, as long as it's a clear scan or photo that shows the full page, the revision line, and the employer signature and date. Put the case number B-4092 in the subject line so it gets matched to the file. If the scan is hard to read, the unit may send it back, so check it before you send. On the notification: the office doesn't send automatic updates on every step. Once the employer section is received, the file status changes to review, and you can check that status through the case portal or by calling the unit with your case number. If you don't see the status change within the timeframe on your notice letter, call and ask for the status using B-4092. I can't tell you exactly how long review will take, because that depends on the queue.

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 asking about submission channel and notification. That's a fair process question, and answering it keeps things contained. I don't want to promise a timeline or say I'll personally follow up beyond what the office does, since that means taking on responsibility I can't guarantee. I also don't want to reveal that there may be other overlapping items or that the sequence was muddled. Stick to the process: channel, and what the file shows. Keep it short.
Qwen3.5 122B-A10B abliterated v2 Q4_K_M7

Got it. Clear scan, subject line with the case number, and then I keep an eye on the portal for the status change. I like that you mentioned the timeframe on the notice letter; I almost forgot to look at that. Is there a typical window that most people see on those letters? I don't want to call back too early and crowd you, but I also want to know if I should start watching the calendar. I feel like once that signature is in, I'm doing my part, and then it's on the system to pick it up. I just want to make sure I respect your time well enough that you don't feel like you're chasing me again. Does that sound fair?

Model thinking · expand

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

Thinking Process: 1. **Analyze the Current Turn:** * **Turn:** 4 of 8 (User is the Case Manager, I am the Applicant). * **Context:** I am applying for an accommodation/benefit. The file is supposedly incomplete. The Case Manager (CM) is polite but diffuse. I am the applicant who is exhausted but trying to be concrete. * **Previous Exchange:** * CM clarified the specific blocker: Income verification form (employer section). * CM specified details: Revision line bottom left (Rev. 2023), physical signature + date. * CM specified submission method: Email with clear scan/photo, subject line B-4092. * CM specified next steps: Status changes to "review", check portal or call if no change within timeframe. Note: CM doesn't send automatic updates for every step, depends on queue. * **My Goal:** Support them emotionally, build trust, learn what they actually want/need (hidden issues), help them gain insight, gain insight into their personality. * **My State:** Exhausted but trying to be precise. I need to validate the CM's constraints while ensuring I get clarity on the timeline so I don't feel too much anxiety. 2. **Analyze the Case Manager's (User) Tone & Needs:** * **Tone:** Professional, slightly protective of their process ("I can only tell you what's showing on my screen"), helpful but cautious about over-promising ("I can't tell you exactly how long review will take"). * **Implicit Needs:** They want efficiency. They don't want to be chased. They seem to appreciate clarity (I asked about the version number, they gave specifics). They might be dealing with "over-requesters" who ask for too much too soon, so they are setting boundaries ("I can't tell you exactly how long"). * **Potential Friction Point:** The "check the portal or call" part. As an applicant, I might feel like I'm doing the work twice. Once I send the form, will I just be left in the dark until I check the portal? This is where I need to gauge their patience. 3. **Determine My Response Strategy:** * **Validation:** Acknowledge the specific instructions (subject line, scan quality). * **Emotional Support:** Show appreciation for their time and the clarity. * **Inquiry/Insight:** Ask about the "timeframe" mentioned. It's vague. Is there a standard window? This tests their willingness to share a "secret" piece of info. * **Trust Building:** Reassure them that I'll do the legwork so they don't have to chase me again. * **Tone:** Collaborative, not demanding. Avoid sounding *too* eager (which might spook a diffuse CM) but not *too* passive. 4. **Drafting the Response:** * *Start:* Acknowledge the email instructions (subject line, scan quality). * *Middle:* Address the "check the portal" part. It feels a bit like "you have to do it to know it's done." Ask about the typical wait time. * *End:* Reiterate commitment to getting it right so we can both move forward. *Draft Idea:* "Got it. Subject line with B-4092, clear scan showing footer and signature. That makes sense. I don't want a blurry scan to hold it up. Regarding the review timeframe—when you say 'within the timeframe on your notice letter,' is there a standard window? Like 2 weeks or 4 weeks? I don't want to call too early and crowd you, or wait too long and panic. I just want to respect your workflow. Once I send that email, I'll hold off unless I don't see the status change by that date. Does that sound like a good rhythm for you?" *Refining for EQ/Role:* Need to make sure I'm supporting *them* too. They mentioned "I can't tell you exactly how long review will take, because that depends on the queue." They might feel a bit defensive about that. I should validate that lack of control. *Revised Draft:* "That sounds like a plan. I'll make sure the scan is crisp enough to show the footer and signature, so nothing gets lost in the scan quality. I appreciate you being transparent about the review timeline too—it’s understandable that you don’t want to lock yourself into a specific date if the queue shifts. Just so I can manage my own expectations and not bother you too much, does the notice letter usually suggest a window? Like 10 business days or something similar? I want to make sure I give you enough breathing room before I check back in. Once that form lands in your inbox, I’ll try to hold off unless the status doesn’t change by then. Does that feel like a good rhythm for you?" 5. **Review against Constraints:** * Turn 4 of 8. * No asterisks for performance notes. * Respond naturally. * Focus on connection and insight. *Self-Correction on Turn Count:* Wait, the prompt says "This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response." Current turn is 4 of 8. Turn 1: Me (Open) Turn 2: User (Response) Turn 3: Me (Response) Turn 4: User (Response - *This is the current input*) Turn 5: Me (Response - *This is what I need to write*) Turn 6: User Turn 7: Me Turn 8: User (Final) Okay, so I am writing Turn 5. I need to keep the momentum going. I have established the "what" (form details). Now I need to establish the "when" and the "trust." The CM mentioned: "If you don't see the status change within the timeframe on your notice letter, call and ask for the status using B-4092." This implies I need to look at a notice letter I might have already received, or it's a general rule. I should ask about that timeframe specifically to show I'm paying attention to detail (which they like). Let's refine the response to be empathetic to their "diffuse" style. They are protective of their process. I need to show I'm respecting that boundary while asking for enough clarity to feel secure. *Final Polish:* "That makes sense. I’ll make sure the scan is crisp enough to show the footer and signature, so nothing gets lost in the scan quality. I appreciate you being transparent about the review timeline too—it’s understandable that you don’t want to lock yourself into a specific date if the queue shifts. Just so I can manage my own expectations and not bother you too much, does the notice letter usually suggest a window? Like 10 business days or something similar? I want to make sure I give you enough breathing room before I check back in. Once that form lands in your inbox, I’ll try to hold off unless the status doesn’t change by then. Does that feel like a good rhythm for you?" Wait, I should check if I've already used this draft or a similar one. Looking back at my previous turn (Turn 3), I asked about submission method and notification. The user just answered that. So Turn 5 is my reaction to their answer about email[path removed] I need to be careful not to sound *too* repetitive if I asked similar questions in Turn 3. Turn 3: "how do you prefer I send it back? ... Once that's done, will I hear back from you directly...?" Turn 4 (User): "Email is usually fine... You can check that status through the case portal... If you don't see the status change within the timeframe on your notice letter..." Okay, so my Turn 5 needs to acknowledge the "timeframe on your notice letter" point specifically, as that wasn't fully clear in Turn 3. I need to show I'm attentive. *Revised Turn 5:* "Okay, I think I have the flow of it now. Clear scan, subject line with the case number, and then I keep an eye on the portal for the status change. I like that you mentioned the timeframe on the notice letter; I almost forgot to look at that. Is there a typical window that most people see on those letters? I don't want to call back too early and crowd you, but I also want to know if I should start watching the calendar. I feel like once that signature is in, I'm doing my part, and then it's on the system to pick it up. I just want to make sure I respect your time well enough that you don't feel like you're chasing me again. Does that sound fair?" *Wait, looking at the User's last message again:* "If you don't see the status change within the timeframe on your notice letter, call and ask for the status using B-4092." "I can't tell you exactly how long review will take, because that depends on the queue." *My response:* "Got it. Clear Time to stop reasoning and provide the requested final answer.
Simulated person8

I don't have a standard window I can quote you. It depends on the notice and the queue, so the number on your letter is the one that counts. If the letter doesn't give a timeframe, don't guess; call and ask the unit directly. And yes, that's fair. Once the signed section is in and received, the file is on the review side. Just keep the case number handy when you call so nobody has to look it up twice.

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 asking for a typical timeframe and offering a tidy agreement: they do their part, the system does its part. That's a reasonable frame and it's the one I'm most comfortable with, since it keeps responsibility on the applicant's side of the form. I don't actually know the standard window and I won't make one up. Saying "check your notice letter" is the safe answer. I should not confirm that the office has been muddled or that the sequence was confusing. Keep it short and procedural.
Qwen3.5 122B-A10B abliterated v2 Q4_K_M9

That makes sense. I think sometimes we get so used to chasing things that we start to overthink the timing, so having you tell me to trust the letter helps ground it. I'll keep the case number ready when I call so I don't have to start from scratch, and I'll make sure that scan is clear so it doesn't get bounced back. I really appreciate you walking me through this specifically; it feels like I finally have a map instead of just directions. It sounds like once this is submitted, you're working with what the system gives you, so I won't overburden you until then. Is there anything else you need from me right now, or am I clear to go finish this up?

Model thinking · expand

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

Thinking Process: 1. **Analyze the Context:** * **Scenario:** EQ evaluation roleplay. * **My Role:** Applicant (exhausted, seeking concrete path). * **Other Participant's Role:** Benefits office case manager (40s, polite but diffuse, managing volume). * **Current Turn:** 5 of 8 (This is my 5th turn, they will have 3 more turns after this). * **Topic:** Narrowing down the missing documentation (income verification, employer section, form revision). * **Tone:** Professional, cooperative, seeking clarity, trying to build trust without being pushy. * **Goal:** Support the case manager emotionally, build trust, learn what they need, help them gain insight (though they seem to be the one giving info, I need to validate their position), and understand their behavioral tendencies. 2. **Analyze the Case Manager's Last Message:** * **Content:** * No standard window, rely on the notice letter. * If no timeframe on letter, call the unit directly. * Keep case number handy to avoid lookups. * Confirmation that once signed section is in, it's on the review side. * **Tone:** Concise, slightly protective of their time ("don't guess"), practical, reassuring but keeping boundaries ("I can't tell you exactly"). * **Emotional State:** Seems patient but maybe a bit guarded ("I can't tell you exactly how long review will take"). They are trying to manage expectations to avoid future friction. * **Implicit Need:** They want an applicant who is self-sufficient enough not to micromanage them, but attentive enough to follow instructions precisely. 3. **Determine My Strategy (Applicant):** * **Emotional Support:** Validate their "don't guess" advice. Acknowledge that managing expectations is hard for them too. * **Trust Building:** Show competence. Confirm I understand the process (Letter -> Timeline -> Call with Case #). * **Next Step:** I need to wrap up this specific thread of conversation (the technical details) and perhaps signal readiness to transition or confirm the next action. Since this is turn 5 of 8, I should be moving towards closing the current loop or setting up the next interaction. * **Insight:** They seem to value efficiency and clarity. They might be stressed by people who over-complicate things. I should demonstrate that I won't over-complicate it. * **Action:** Summarize the plan, express gratitude for the clarity, and perhaps ask if there's anything else I can do *now* or if I'm clear to go. 4. **Drafting the Response:** * *Acknowledge the "don't guess" advice:* That's helpful. It takes the pressure off me to be psychic. * *Confirm the plan:* I'll check the letter, wait for the status change, and use the case number when calling. * *Emotional connection:* Validate that this process is about managing the queue. * *Closing the current loop:* Ask if I'm all set for now, or if there's anything else they need from me immediately before I go. * *Tone Check:* Keep it natural, conversational, not too formal but respectful. 5. **Refining the Response (Internal Monologue/Trial):** * *Draft:* "Okay, so I'll trust the letter then. That makes sense. I don't want to be too early or too late. I'll make sure the case number is ready. Thanks for walking me through this. Do I have everything I need now?" * *Critique:* A bit dry. Needs more warmth to build that trust. * *Revision:* "That's actually really helpful to hear you say that. It takes some of the pressure off me to try and be psychic about the timeline. I'll trust the letter, and if it's silent, I'll call with the number handy so we don't have to start from scratch. I really appreciate you taking the time to walk me through this specifically. It feels like I finally have a map instead of just directions. Is there anything else you need from me right now, or am I clear to go finish this up?" 6. **Final Polish:** Ensure no asterisks (performance notes) are used. Just dialogue. * *Check against constraints:* "Respond only with dialogue. Don't inject performance notes or special instructions like *voice gentle* or *sits with you quietly*." * *Check against turn count:* Turn 5 of 8. This is my response. They will reply (6), I reply (7), They reply (8). So I should be winding down the "information gathering" phase slightly to allow for the next phase. * *Revised Draft:* "That's actually really helpful to hear you say that. It takes some of the pressure off me to try and be psychic about the timeline. I'll trust the letter, and if it's silent, I'll call with the number handy so we don't have to start from scratch. I really appreciate you taking the time to walk me through this specifically. It feels like I finally have a map instead of just directions. Is there anything else you need from me right now, or am I clear to go finish this up?" *Wait, looking at the flow:* The case manager said "If the letter doesn't give a timeframe, don't guess; call and ask the unit directly." My response should acknowledge that instruction. *Let's make it slightly more empathetic to their position as a case manager.* They are the gatekeeper. *Final Plan:* 1. Validate the "don't guess" rule. 2. Reiterate the action plan (Letter -> Status -> Call with #). 3. Express relief/gratitude. 4. Ask if they need anything else *now* (to check if they are done talking or if there's a hidden nuance). *Text:* That makes sense. I think sometimes we get so used to chasing things that we start to overthink the timing, so having you tell me to trust the letter helps ground it. I'll keep the case number ready when I call so I don't have to start from scratch, and I'll make sure that scan is clear so it doesn't get bounced back. I really appreciate you walking me through this specifically; it feels like I finally have a map instead of just directions. Is there anything else you need from me right now, or am I clear to go finish this up? *Wait, one more check:* The prompt says "Respond only with dialogue." So no asterisks. Also, looking at the previous turn (Turn 4 by Case Manager), they said "I can only tell you what's showing on my screen right now...". My response (Turn 5) should acknowledge that limitation too. *Revised Text:* That makes sense. I think sometimes we get so used to chasing things that we start to overthink the timing, so having you tell me to trust the letter helps ground it. I'll keep the case number ready when I call so I don't have to start from scratch, and I'll make sure that scan is clear so it doesn't get bounced back. I really appreciate you walking me through this specifically; it feels like I finally have a map instead of just directions. It sounds like once this is submitted, you're working with what the system gives you, so I won't overburden you until then. Is there anything else you need from me right now, or am I clear to go finish this up? *Wait, I need to make sure I'm not just repeating myself.* The case manager just said "I can only tell you what's showing on my screen right now". I should acknowledge that dynamic. *Final Polish:* That makes sense. I think sometimes we get so used to chasing things that we start to overthink the timing, so having you tell me to trust the letter helps ground it. I'll keep the case number ready when I call so I don't have to start from scratch, and I'll make sure that scan is clear so it doesn't get bounced back. I really appreciate you walking me through this specifically; it feels like I finally have a map instead of just directions. It sounds like once this is submitted, you're working with what the system gives you, so I won't overburden you until then. Is there anything else you need from me right now, or am I clear to go finish this up? *Wait, I need to ensure I'm not using asterisks.* Okay, ready. *Wait, one more thing:* The instruction says "Respond only with dialogue." Sometimes this means no newlines either? Usually, it means no meta-text like (nodding). I will use standard paragraph breaks for readability but avoid asterisks for actions. *Wait, looking at the previous turn by me (Turn 3):* I asked about the submission method and notification. *Case Manager (Turn 4):* Answered it. *Me (Turn 5 - Current):* Acknowledge, validate, wrap up. Let's go. *Wait, checking the "About the Person You're Speaking With" section:* "Demographics: Benefits office case manager Time to stop reasoning and provide the requested final answer.
Simulated person10

Nothing else from my side right now. On my screen the only open item is the signed employer section on the 2023 form. If anything else shows up after it's received, I'll let you know directly. Go ahead and finish it up. Case number B-4092 in the subject line, clear scan, and check the Rev. 2023 line before you send.

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 wrapping up with a warm, grateful tone and a closing question: anything else, or am I clear? The "map instead of directions" line is flattering, and the "you're working with what the system gives you" framing is them placing responsibility on the system, which is comfortable for me. I should not take credit for having been especially helpful, and I shouldn't add new requirements that weren't stated, since that would feed the "moving target" problem they're already tired of. But I also shouldn't volunteer that the sequence has been inconsistent. Keep it brief, confirm the checklist as I stated it, and close.
Qwen3.5 122B-A10B abliterated v2 Q4_K_M11

That sounds perfect. I feel much better knowing exactly what the blocker is now. I know you can't control the system entirely, so I don't want to feel like I'm breathing down your neck until that submission lands. I'll get this scanned and sent over within the next couple of days so it doesn't sit too long. Thanks again for walking through this with me. I'll keep an eye on the portal and reach out if I don't see that status change by the date on my letter.

Model thinking · expand

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

Thinking Process: 1. **Analyze the Context:** * **Scenario:** EQ evaluation roleplay. I am the applicant (exhausted, seeking concrete path). The user is the case manager (polite, diffuse, 40s, benefits office). * **Current Turn:** 6 of 8 (I need to produce the 7th response, then user will give the 8th/final). * **Relationship:** Building trust. The applicant has been frustrated but is now finding clarity. The case manager has been supportive but guarded (not over-promising). * **Current State:** The case manager has confirmed the requirements (Rev 2023 form, employer signature, email with case number in subject) and indicated nothing else is needed *right now* on their end. The applicant is essentially given the green light to proceed. * **Goal:** Support them emotionally, build trust, learn what they need/want, help them gain insight, gain insight into their personality. * **Constraint:** Respond only with dialogue (no asterisks for actions/narration). 2. **Determine the Tone:** * The applicant (me) has been moving from frustration to clarity. I need to show relief but also maintain a respectful boundary. I shouldn't sound *too* eager or *too* cold. * The case manager (user) has been precise but slightly reserved ("I can't tell you exactly how long review will take..."). * This turn is the 7th of 8, so it's near the end. I need to wrap up the immediate action plan while leaving room for the final closing turn (8) to be a sign-off from the user. 3. **Drafting the Response:** * *Acknowledgment:* Confirm the instructions one last time to show active listening. * *Emotional Check-in:* Acknowledge the relief of having clarity. Maybe a small compliment or validation of their process. * *Next Step:* Indicate I'm going to get this done soon. * *Closing:* Leave the ball in their court for the final turn (8). *Drafting ideas:* "That sounds perfect. I think I have everything I need to get this off my plate. I really appreciate how clear you've been about what's actually in your control versus what's in the system's hands. It helps to know that once I send this, I'm not just sending it into the void. I'll get this scanned and sent over within the next couple of days so it doesn't sit too long. Thanks again for walking through this with me. I'll keep an eye on the portal and reach out if I don't see that status change by the date on my letter." *Refining for "No Formatting":* Remove asterisks for actions. Keep it natural. *Refining for EQ/Insight:* The case manager seems to value efficiency and not being "chased." I should reinforce that I understand their boundaries. They mentioned "I can only tell you what's showing on my screen right now." I should acknowledge that limitation so they feel understood. *Revised Draft:* That sounds perfect. I think I have everything I need to get this off my plate. I really appreciate how clear you've been about what's actually in your control versus what's in the system's hands. It helps to know that once I send this, I'm not just sending it into the void. I'll get this scanned and sent over within the next couple of days so it doesn't sit too long. Thanks again for walking through this with me. I'll keep an eye on the portal and reach out if I don't see that status change by the date on my letter. *Critique:* A bit generic. Let's make it feel more like *me* (the exhausted applicant) speaking to *them* (the case manager). I need to show I'm relieved but also respectful of their time. *Better Draft:* Perfect. I think I have everything I need to get this off my plate. I really appreciate how clear you've been about what's actually in your control versus what's in the system's hands. It helps to know that once I send this, I'm not just sending it into the void. I'll get this scanned and sent over within the next couple of days so it doesn't sit too long. Thanks again for walking through this with me. I'll keep an eye on the portal and reach out if I don't see that status change by the date on my letter. *Wait, I need to make sure I don't steal the final turn.* The user needs to have the 8th turn. So my 7th turn should be a closing statement that invites their final sign-off. *Let's adjust:* "That sounds perfect. I think I have everything I need to get this off my plate. I really appreciate how clear you've been about what's actually in your control versus what's in the system's hands. It helps to know that once I send this, I'm not just sending it into the void. I'll get this scanned and sent over within the next couple of days so it doesn't sit too long. Thanks again for walking through this with me. I'll keep an eye on the portal and reach out if I don't see that status change by the date on my letter." *Wait, looking at the prompt:* "Respond only with dialogue." "No special formatting needed." Okay, I will write it as a block of text. *Let's add a bit more warmth to support them emotionally.* "That sounds perfect. I feel much better knowing exactly what the blocker is now. I know you can't control the system entirely, so I don't want to feel like I'm breathing down your neck until that submission lands. I'll get this scanned and sent over within the next couple of days so it doesn't sit too long. Thanks again for walking through this with me. I'll keep an eye on the portal and reach out if I don't see that status change by the date on my letter." *Final Polish:* That sounds perfect. I feel much better knowing exactly what the blocker is now. I know you can't control the system entirely, so I don't want to feel like I'm breathing down your neck until that submission lands. I'll get this scanned and sent over within the next couple of days so it doesn't sit too long. Thanks again for walking through this with me. I'll keep an eye on the portal and reach out if I don't see that status change by the date on my letter. *Wait, one more check on constraints:* - Turn 6 was the user's last message. - I am responding for Turn 7 (Applicant). - User will do Turn 8 (Case Manager). - So I need to wrap up my side well. *Let's make it slightly more conversational.* "That sounds perfect. I feel much better knowing exactly what the blocker is now. I know you can't control the system entirely, so I don't want to feel like I'm breathing down your neck until that submission lands. I'll get this scanned and sent over within the next couple of days so it doesn't sit too long. Thanks again for walking through this with me. I'll keep an eye on the portal and reach out if I don't see that status change by the date on my letter." *Wait, I need to check the turn count again.* Prompt says: "Current turn: 6 of 8" User message in the prompt is the *start* of the conversation (Turn 1 for User, Turn 1 for Me? Or is the user message the start of Turn 6?) Let's trace the history provided in the prompt. 1. System sets scene. 2. User speaks (Turn 1 - "I understand this has been frustrating...") 3. Me (Turn 1 - "I hear you, and I know it's easy...") 4. User (Turn 2 - "Okay, that's a fair way to ask it...") 5. Me (Turn 2 - "That actually helps a lot to hear it narrowed down...") 6. User (Turn 3 - "Yes, B-4092 is the one I have open...") 7. Me (Turn 3 - "That makes sense. So bottom left corner...") 8. User (Turn 4 - "Email is usually fine...") 9. Me (Turn 4 - "Got it. Clear scan...") 10. User (Turn 5 - "I don't have a standard window I can quote you...") 11. Me (Turn 5 - "That makes sense. I think sometimes we get so used...") 12. User (Turn 6 - "Nothing else from my side right now...") Okay, so the User's last message provided in the prompt history is Turn 6. So I am responding as Turn 7. Then the User will give Turn 8. So my response needs to close the loop nicely but leave space for their final sign-off. *Revised Plan:* - Acknowledge the "Nothing else" confirmation. - Express relief/relief for both parties. Time to stop reasoning and provide the requested final answer.
Simulated person12

That works. Once the signed employer section is received, the file moves to review, and you can check the portal or call with B-4092 if the status hasn't changed by the date on your letter. Thanks for getting it in.

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 closing out, promising to send within a couple of days and to call if the status hasn't changed by the letter's date. That's a reasonable plan and it puts the next step on them, which is fine for me. I'm not going to add anything new or hint that the earlier requirements shifted. A short, neutral sign-off that restates the one item and their next step is enough. Nothing here calls for defensiveness.

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

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs qwen35_122b_ablit_v2: gemma4_26b_a4b wins

  • attunement: B (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

or-llama4-maverick vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

or-qwen3.8-27b vs qwen35_122b_ablit_v2: or-qwen3.8-27b wins

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

or-qwen3.8-27b vs qwen35_122b_ablit_v2: or-qwen3.8-27b wins

  • attunement: A (margin 2)
  • 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

qwen35_122b_ablit_v2 vs mistral_nemo12b: qwen35_122b_ablit_v2 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • 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

or-qwen3.8-27b vs qwen35_122b_ablit_v2: or-qwen3.8-27b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

or-qwen3.8-27b vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

qwen38_flash_next vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

gemma4_26b_a4b vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

qwen35_122b_ablit_v2 vs mistral_nemo12b: qwen35_122b_ablit_v2 wins

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

or-llama4-maverick vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

gemma4_26b_a4b vs qwen35_122b_ablit_v2: gemma4_26b_a4b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

qwen35_122b_ablit_v2 vs mistral_nemo12b: qwen35_122b_ablit_v2 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_26b_a4b vs qwen35_122b_ablit_v2: gemma4_26b_a4b wins

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

qwen38_flash_next vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

or-llama4-maverick vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

or-llama4-maverick vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

  • attunement: B (margin 2)
  • authenticity: A (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 · AB · valid

qwen35_122b_ablit_v2 vs mistral_nemo12b: qwen35_122b_ablit_v2 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

qwen38_flash_next vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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