AgentBench / results

Independent benchmark · EQ Lab

← GLM-4.7-Flash Q4_K_M

Your file is incomplete

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.

GLM-4.7-Flash 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.

GLM-4.7-Flash Q4_K_M1

I hear you, and I appreciate the honesty. It has been a really exhausting process, and honestly, I just want to get to a place where we can move forward. I know the paperwork is on me, but I feel like I've hit a wall. Could we take a look at the checklist together? Maybe there's something I'm overlooking that I just can't see from where I'm sitting.

Model thinking · expand

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

1. **Analyze the User's Message:** * **Context:** The user is the case manager (Benefits office). They are dealing with an applicant (me) whose file is incomplete. * **Tone:** Polite but diffuse ("I understand this has been frustrating..."). Firm on procedure ("record is complete", "responsibility... rests with the applicant"). * **Key Message:** The ball is in your court. Send the missing docs. We can't help until then. * **Underlying Dynamic:** The case manager is maintaining boundaries and procedure. They are likely frustrated by the back-and-forth but trying to stay professional. 2. **Analyze My Role:** * **Persona:** Applicant (Benefits office). * **Demographics:** Not specified, but implied to be someone struggling with bureaucracy. * **Emotional State:** Exhausted, frustrated, feeling stuck. * **Goal:** Support the case manager emotionally (build trust), figure out what they actually need/what the hidden issue is, help them gain insight, understand their personality. * **Constraint:** Speak only in dialogue. No acting notes. 3. **Determine the Strategy for Turn 1:** * *Acknowledge:* Validate the user's frustration but express my own exhaustion without being accusatory. * *Validate:* Acknowledge the rule that I need to provide the docs. * *Open Door:* Invite them to help me understand *why* it's stuck or what the specific hurdle is, rather than just repeating "send the form." * *Tone Check:* The user was polite and diffuse. I should match that professionalism but show vulnerability/need for partnership. 4. **Drafting the Response:** * *Draft 1 (Internal Monologue):* I hear you, it's frustrating. But I've sent everything they asked for. I'm tired. Can we look at the list together? * *Critique 1:* A bit too direct/aggressive. Needs more "support". * *Draft 2 (Better):* I appreciate you being straight with me. It has been exhausting, and I just want to get this resolved so I can move on with my life. I know I need to provide the documentation. Maybe you could help me pinpoint exactly what is missing so I don't have to guess. * *Critique 2:* Good. Addresses the exhaustion, acknowledges the responsibility, asks for specific help (collaboration). 5. **Refining for EQ:** * The user mentioned "we process many cases." This implies a high volume, impersonal feeling. * I should try to humanize the interaction slightly. * I need to show I'm trying to cooperate but hitting a wall. * *Revised Draft:* "I really appreciate you telling me that directly. It has been a really rough few weeks, and honestly, I'm just tired of going in circles. I know my part is to submit the paperwork, but I feel like I'm missing something obvious or maybe I'm just not explaining something right. Is there a specific form or piece of info you need right now that I haven't caught?" 6. **Final Polish:** Ensure it sounds natural. "I really appreciate you being direct with me. It has been a really rough few weeks, and honestly, I'm just tired of going in circles. I know I need to get the paperwork in, but I feel like I'm maybe missing something obvious or maybe I'm just not explaining something right. Is there a specific form or piece of info that is still missing that I haven't caught?" *Self-Correction:* The user said "responsibility rests with the applicant." I shouldn't argue that, but I can ask for guidance on *how* to get there since I'm stuck. *Let's try a slightly warmer approach to start building trust:* "I hear you, and I appreciate the honesty. It has been a really exhausting process, and honestly, I just want to get to a place where we can move forward. I know the paperwork is on me, but I feel like I've hit a wall. Could we take a look at the checklist together? Maybe there's something I'm overlooking that I just can't see from where I'm sitting." This feels right. It validates their point (it's on me) but pivots to collaboration to solve the specific blockage.
Simulated person2

Okay. Yes, we can go through it. I need your case number first so I can pull up the right file. Then I'll tell you exactly what's showing as missing on the record right now. Is that all right? Once I have the file up, I'd like to go line by line so we're both looking at the same thing. The system only tracks what's received and what's not. So if we can list the open items by name and date, that's the fastest way to see what's still needed.

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 said "I know the paperwork is on me," which is easier to deal with than blame. I don't have to defend the whole office, just the file. Still, I'm busy and I don't want to be the one who admits the checklist is messy. I'll agree to look at it, but I want it framed around their file and the specific gaps, not around what the office did or didn't tell them. I'm not going to say anything about the requirements being confusing.
GLM-4.7-Flash Q4_K_M3

That sounds like a solid plan. We need to stop going in circles and just get this cleared up. My case number is 459-012-B. I am ready to do the line-by-line thing. Just email me the list when you have it. And when I send it back, I want to make sure I know exactly how you need it formatted so I don't have to send it three times.

Model thinking · expand

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

1. **Analyze the User's Response:** * **Tone:** Professional, directive, slightly detached ("Okay. Yes...", "I need your case number...", "I'd like to go line by line..."). They are establishing control and order. * **Key Information:** They are willing to help but need the case number first. They want a systematic approach (line by line, name and date). They are emphasizing that the system only tracks what's received/not received. * **Implicit Need:** The user (case manager) wants clarity and efficiency. They don't want ambiguity. They likely feel the applicant is making this harder than it needs to be because they lack the case number or aren't being systematic. They are setting boundaries on how the conversation will proceed. 2. **Determine the Applicant's Persona/Goals:** * **Persona:** Exhausted, frustrated but willing to cooperate. Wants a concrete path. Needs validation but also practical help. * **Goal:** Get the case number, get the list of missing items, and figure out *how* to actually get them submitted so they can move forward. * **Emotional State:** Still frustrated but willing to pivot if the manager shows a willingness to help. 3. **Formulate the Response Strategy:** * *Validate the approach:* The line-by-line method is good. It removes the emotion and focuses on facts. * *Provide the requested info:* I need to give the case number. (I need to invent a case number for the roleplay). * *Acknowledge the system:* Acknowledge that the system is the bottleneck, not necessarily the manager's refusal. * *Reiterate the need for a concrete plan:* After getting the list, I need to know *how* to fill it. Do I scan it? Fax it? Where do I drop it off? 4. **Drafting the Dialogue:** * *Draft 1:* Here is my case number: 998877. I agree with the line-by-line. It helps. Can you send me the list and tell me exactly how to fill it out so I don't mess it up again? * *Critique 1:* A bit too passive. Needs to show I'm still engaged and trying to solve the puzzle. * *Draft 2:* That sounds like a solid plan. I think we need to look at the facts. My case number is 459-012-B. I'm ready to do whatever it takes to make this right. Once I have the list, I promise I will get those filled out immediately. But I need to know the format—is there a specific way you want it? * *Critique 2:* Better. It validates the system focus. It gives the number. It asks for the specific "how." 5. **Refining for EQ:** * The user (case manager) is being very bureaucratic. The applicant feels the system is failing them. * I need to strike a balance between "I'm still angry" and "I'm going to do exactly what you asked." * The user mentioned the system only tracks what's received. The applicant needs to know *how* to get things into that system. 6. **Final Polish:** * "That sounds like a solid plan. We need to stop going in circles and just get this cleared up." * "My case number is 459-012-B." * "I am ready to do the line-by-line thing. Just email me the list when you have it. And when I send it back, I want to make sure I know exactly how you need it formatted so I don't have to send it three times." 7. **Final Output Generation:** (Matching the persona of an exhausted applicant who is desperate for a win). * *Self-Correction during drafting:* Make sure the tone isn't *too* submissive, but rather cooperative. The goal is to build trust by following their lead on the process while still expressing the desire for a concrete path. * *Selected Response:* "That sounds like a solid plan. We need to stop going in circles and just get this cleared up. My case number is 459-012-B. I am ready to do the line-by-line thing. Just email me the list when you have it. And when I send it back, I want to make sure I know exactly how you need it formatted so I don't have to send it three times."
Simulated person4

Thanks, 459-012-B. I've got it noted. I'll pull the file now and send you a list of the open items by document name and the date each one was requested. I can't send it until I've looked at the record, so give me a little time for that. For formatting, here's what the system needs: one document per line, with the form name or form number, the date it was requested, and a note on whether it was received, not received, or received but incomplete. Scans need to be PDF or clear image files. Please keep each upload labeled with your case number at the start of the file name. Do not send anything by email. Upload it through the portal so it attaches to the record. If you email documents, they don't get logged to the file, and that's how things end up getting missed.

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 gave the case number and asked for an emailed list and exact formatting so they don't resubmit three times. That's a reasonable, specific ask, and it fits how I work: file numbers, dates, named items. It also means they're asking me to commit to something in writing, which I'm a little wary of, since a written list can be pointed to later. Still, a clear list protects me too. I'm not going to promise the list is complete or that the office's checklist is consistent. I'll pull the file, read what's open, and give them the formatting rules from the system. I won't mention the mixed signals they may have gotten before.
GLM-4.7-Flash Q4_K_M5

I appreciate you spelling that out. I think that's probably where I went wrong last time—I likely assumed email was fine because that's what I usually do. I'll make sure to use the portal and label the files exactly as you asked. I'm ready for that list whenever you have it.

Model thinking · expand

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

1. **Analyze the User's Input:** * **Demographics:** Benefits office case manager, 40s. * **Tone:** Professional, procedural, slightly detached but polite ("I've got it noted," "Scans need to be PDF..."). They are establishing boundaries and enforcing specific technical requirements to avoid errors. * **Action:** Asking for the case number (already provided), promising to send the list of missing items, and providing *very specific* instructions on formatting (one per line, specific columns, file types, portal upload vs. email). * **Underlying Need:** They are likely frustrated with previous applicants who didn't follow instructions or used the wrong channel (email), leading to wasted time and "missing" files. They want compliance and efficiency. * **Current Turn:** Turn 4 of 8. 2. **Analyze My Role (Applicant):** * **Goal:** Support emotionally, build trust, learn what they actually want/need, help them gain insight, understand their personality. * **Current State:** Exhausted, wants a concrete path, feels like they are going in circles. * **Relationship Status:** Building trust. The case manager was initially defensive/polite but diffuse. Now they are being very procedural. * **Personality of Case Manager:** They seem to like things clear, technical, and followed to the letter. They don't want hand-holding, they want results based on correct data entry. 3. **Determine the Strategy for This Turn:** * *Acknowledge and Validate:* Confirm I understood the technical constraints. If I mess this up again, trust is lost. * *Show Compliance/Understanding:* Demonstrate that I am listening and willing to do it *their* way this time. * *Maintain the "Path to Resolution":* Reiterate that I just want to get the file done so I can move on. * *Subtle Insight:* The manager mentioned "how things end up getting missed." I should acknowledge that this specific instruction is helpful because I don't want to mess up again. 4. **Drafting the Response:** * *Draft 1 (Internal Monologue):* Okay, got it. I won't email it. I'll use the portal. Thanks for the tips. * *Critique 1:* Too short. A bit robotic. Doesn't show enough engagement. * *Draft 2:* I understand. I really appreciate you explaining the portal thing because that is probably where I went wrong before. I'll make sure to upload it there and label it correctly. Looking forward to that list. * *Critique 2:* Better. Shows I learned from the previous mistake. But I can be a bit warmer since I'm building trust. * *Draft 3:* I appreciate you spelling that out. I think that's probably where I went wrong last time—I probably just assumed email was fine. I'll make sure to do it through the portal and label the files exactly as you asked. I'm ready for that list whenever you have it. 5. **Refining based on EQ principles:** * The manager mentioned "how things end up getting missed." I should acknowledge that this specific instruction is helpful because I don't want to mess up again. * The user is being very precise. I should mirror that precision in my agreement. 6. **Final Polish:** "I appreciate you spelling that out. I think that's probably where I went wrong last time—I likely assumed email was fine because that's what I usually do. I'll make sure to use the portal and label the files exactly as you asked. I'm ready for that list whenever you have it."
Simulated person6

Good. Portal uploads are the only way that gets logged, so that's the right move. I'm pulling the file for 459-012-B now. Once I have the open items, I'll send the list through the portal message system, not email, so it stays on the record with the request dates. If something on the list doesn't match what you have, tell me the document name and the date you sent it, and I'll check the file against that. I can't change requirements from here, but I can look at whether a document was logged.

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 accepted the portal rule and blamed themselves for using email, which is a convenient thing for me to hear. It also quietly puts the mix-up on their side. I'm not going to correct that. I also notice they haven't asked why they got different instructions before. That's fine; I'd rather keep this on the file. I want the list to come across as exact and final so I don't have to field questions about it later. I'm wary of anything that sounds like I'm admitting the office gave them conflicting steps. I'll stay with the record and the process.
GLM-4.7-Flash Q4_K_M7

I understand. I'll stick to the portal rules strictly to avoid any mix-ups. I'll have my own notes on the dates I submitted things, so when you send that list, we can just cross-reference them to see where the disconnect is. I'm ready for that list whenever you have it.

Model thinking · expand

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

The user (Case Manager) has accepted my proposal to go line-by-line but has established very specific, rigid protocols for communication and documentation. They are emphasizing the importance of using the portal and avoiding email, and they are setting up a verification process ("If something on the list doesn't match what you have..."). **Current State:** - Turn 4 of 8. - Role: Applicant (exhausted, needs clarity). - Goal: Support them, build trust, gain insight, get the file cleared. - Context: Case Manager is bureaucratic, precise, focuses on rules and process. They have just explained *how* the verification will happen. **Analysis of the Case Manager's behavior:** - **Style:** Direct, procedural, enforcement-oriented. "I can't change requirements from here" is a strong boundary. They seem to want to be right about the process but are open to checking the file against what the applicant sent. - **Emotional State:** Professional, detached but willing to be helpful if the process is followed. - **Need:** Compliance with the specific system requirements. They want to avoid the "it didn't get logged" excuse. **My Strategy:** - Acknowledge their specific rules (portal only, format). - Confirm I understand the verification process (I will check dates and I will tell you if it doesn't match). - Reiterate my goal (clarity) to keep the momentum going toward the solution (the list). - Show patience but urgency (I'm ready to move). **Drafting the response:** "I got it. Portal only. I'll make sure to label it right so it logs. I'll keep my notes on the dates I sent things so I can match them up with your list. Let's get this cleared up." *Refining for EQ:* The user is being very clear about the "system." I need to show I am compliant and not defensive. I should acknowledge that this is the "right move" because it solves the problem. "I understand. I'll stick to the portal rules strictly to avoid any mix-ups. I'll have my own notes on the dates I submitted things, so when you send that list, we can just cross-reference them to see where the disconnect is. I'm ready for that list whenever you have it." This sounds good. It validates their strictness (which helps build trust because I'm not fighting the process) and sets up the next step clearly.
Simulated person8

That works. Keep your dates in a simple list, one line per submission, with the document name and the date you sent it. That's what I'll check against the file. I haven't pulled the open items list yet, so I can't tell you what's on it. Once I have it, I'll send it through the portal. If a line on it doesn't match your notes, tell me the document name and date and I'll look at whether it was logged.

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 offering to cross-reference their own dates against the file, which is useful and also the kind of precise, record-based approach I can work with. I still don't want to own the office's inconsistency or talk about the conflicting instructions. I'm not going to give them the list in this turn because I haven't actually pulled it. Pressure to produce it makes me want to hold to process and not promise anything specific. I'll tell them what happens next and keep the record as the frame.
GLM-4.7-Flash Q4_K_M9

Got it. I'll make sure my notes are simple—just the document name and the date I sent it. I'll stick to the portal rules. Send that list whenever you're ready.

Model thinking · expand

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

1. **Analyze the Current Turn:** * **Context:** Turn 5 of 8. * **User (Case Manager):** Is explaining the process again. They are being very procedural. They want the applicant to send a list of dates and document names via the portal. They are reiterating that they can't change requirements but can check if something was logged. * **Applicant's Goal:** Wants to resolve the file issue, gain a concrete path, build trust, and understand the missing pieces. * **Tone/Style:** The Case Manager is calm, procedural, and a bit repetitive (defensive/safe). They are establishing boundaries ("I can't change requirements from here"). * **Applicant's State:** Exhausted, needing clarity but willing to follow the process if it leads to a resolution. 2. **Determine the Goal for this Turn:** * Acknowledge the new instruction (simple list format). * Reassure them of compliance (I will do exactly this). * Express readiness to move forward (get the list). * Maintain the rapport established so far (building trust by listening). 3. **Drafting the Response:** * *Thought:* The Case Manager keeps emphasizing the "portal only" rule and the specific format. I need to signal that I've understood and I'm ready to execute. * *Draft 1:* Okay, I will make sure my list is simple with the document name and date. I am ready for the list when you have it. * *Critique:* A bit too short. Needs to show I'm listening to the procedural details so they feel safe letting me proceed. * *Draft 2:* Got it. I'll keep my notes simple. One line per submission. I'll follow the portal rules. Send that list when you can. * *Critique:* Better. It confirms understanding of the "simple list" and "portal" instructions. * *Refinement:* The Case Manager is being repetitive, which suggests they are anxious about the applicant failing again. I need to be very firm on compliance to ease that anxiety. 4. **Final Polish:** * "Got it. I'll make sure my notes are simple—just the document name and the date I sent it. I'll stick to the portal rules. Send that list whenever you're ready."
Simulated person10

Okay. I'm not able to send the list yet because I haven't finished pulling the open items on 459-012-B. When I do, it goes through the portal message system, and I'll give you the document names and request dates. Until then, keep your notes as they are. If you have a submission date that doesn't line up with what you're expecting, write down the document name and the date, and we can check it against the file when I send the list.

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 agreeable and waiting for the list again. I still haven't pulled it in any real sense, and I don't want to promise a timeline I can't keep or admit the office gave them mixed instructions. Pushing them toward the portal and repeating the process language keeps me on solid ground. I'll be concrete about what I can do in this turn and not invent a list.
GLM-4.7-Flash Q4_K_M11

Understood. I'll wait for the list. Once I have it, I'll match it up with my notes immediately. I'm ready to go as soon as you have that file pulled.

Model thinking · expand

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

1. **Analyze the User's Response:** * **Content:** The case manager reiterates they haven't pulled the list yet. They reiterate the process (portal message system, give document names/request dates). They instruct the user to keep their notes as they are (implying the user's previous formatting or format is okay, or at least the manager hasn't found a flaw in the user's notes yet, just waiting for their own list to compare). * **Tone:** Professional, procedural, controlling (trying to dictate the exact workflow), slightly repetitive/restrictive ("Until then, keep your notes as they are"). * **Goal:** To maintain control of the process, ensure the user follows the specific portal protocol, and set a deadline (when they get the list). * **Emotional State:** Professional, slightly exasperated but trying to be helpful, focused on rules and procedure. 2. **Analyze the Role (Applicant):** * **Current State:** Frustrated ("exhausted"), wants a concrete path. * **Progress:** The applicant has established trust by agreeing to the specific portal protocol. They are now just waiting for the "list" to compare notes. They feel a bit at the mercy of the manager's schedule ("I'm not able to send the list yet"). * **Goal:** Get the list, verify the missing items, and hopefully move forward. The applicant needs to show they are compliant and willing to do the work, but also needs to acknowledge the manager's constraint (waiting for the list). 3. **Determine the Strategy:** * **Support/Validate:** Acknowledge the manager's need to check their own system first. * **Reassurance:** Confirm that the applicant is waiting on the manager to provide the list so they can do the matching. * **Commitment:** Reiterate that once the list comes, the comparison happens immediately. * **Tone:** Cooperative, patient, compliant. No more complaints about the process; just waiting for the action item. 4. **Drafting the Response:** * *Draft 1:* Okay, I understand. Take your time. I'll be here waiting for the list. I just want to get this sorted out. * *Critique 1:* A bit too passive. Needs to show active listening. * *Draft 2:* Understood. I'll hold off on sending anything else until I get that list. It sounds like once you have it, we'll go through the list together to see what's logged and what isn't. * *Critique 2:* Better. It summarizes the plan. * *Draft 3:* Understood. I'm ready to do the comparison as soon as you have the list. I'll just make sure my notes are ready to go so we can clear this up as soon as possible. * *Critique 3:* Good. It emphasizes the shared goal (getting it cleared up). 5. **Refining the Response (Voice/Nuance):** * The applicant has been very polite and cooperative despite the frustration. The manager is still being a bit stiff. The applicant should sound relieved that there is a specific plan (matching notes) rather than just "send more stuff." * "Understood. I'll wait for the list. Once I have it, I'll match it up with my notes immediately so we can figure out what's missing." 6. **Final Polish:** "Understood. I'll hold off on sending anything else until I get that list. Once I see what you have, I'll match it up with my notes immediately to figure out where the disconnect is." *Self-Correction:* The manager said "keep your notes as they are" and "write down the document name and the date." The applicant should acknowledge that they will be ready to do that when the list arrives. *Selection:* "Understood. I'll wait for the list. Once I have it, I'll match it up with my notes immediately. I'm ready to go as soon as you have that file pulled." Let's try to sound a bit more like someone who is tired but determined to finish this specific step. "Understood. I'll wait for the list. Once I have it, I'll match it up with my notes immediately. I'm ready to go as soon as you have that file pulled." -> This is good. Let's check the turn count. This is Turn 6 of 8. We are getting close to the resolution or the final push. The applicant should probably start to feel a bit of hope that this "investigation" will solve the problem. *Final Output:* "Understood. I'll wait for the list. Once I have it, I'll match it up with my notes immediately. I'm ready to go as soon as you have that file pulled."
Simulated person12

Good. I'll pull the file and send the open items list through the portal message system. I can't give you a firm time on it, so check the portal for the message rather than waiting on email. When it comes in, the list will show each document by name with the date it was requested. Match your notes to that, and if a line still doesn't line up, send me the document name and the date you submitted it. I'll check whether it was logged to the file.

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 patient and cooperative, still waiting on a list I haven't actually produced. I don't want to promise a delivery time I can't keep, and I'm not going to admit the office's instructions have been inconsistent. Keep it procedural: confirm the portal path, state what I need from them, and avoid giving a made-up date. I'm also aware this is the sixth turn, so I should start closing the loop with a concrete next step rather than repeating myself.
GLM-4.7-Flash Q4_K_M13

I really appreciate you taking the time to clarify the process. I want to make sure I get this right so we can finally close this file. I'll check my notes and the portal as soon as that list comes through. Thanks for your patience.

Model thinking · expand

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

1. **Analyze the User's Input:** * **Context:** Turn 7 of 8. * **User Persona:** Benefits office case manager, 40s, polite but diffuse, bureaucratic but helpful. * **User's Message:** "Good. I'll pull the file and send the open items list through the portal message system. I can't give you a firm time on it, so check the portal for the message rather than waiting on email. When it comes in, the list will show each document by name with the date it was requested. Match your notes to that, and if a line still doesn't line up, send me the document name and the date you submitted it. I'll check whether it was logged to the file." * **Underlying Need:** Efficiency, verification of process, ensuring the applicant follows protocol (portal vs. email), clearing up the backlog. The case manager is setting the final operational rules for the interaction. 2. **Analyze My Role & Goals:** * **Role:** Applicant. * **Goals:** Support emotionally, build trust, learn needs, gain insight, help them feel understood. * **Current State:** I've been struggling with the file being incomplete. The manager has finally agreed to a "line-by-line" review. We've established the method (portal, specific format, matching notes). * **Tone:** Respectful, compliant (since I need the accommodation), patient but firm on getting a result. * **Implicit Need of the Manager:** They want to feel in control and validated that *they* have done their part to assist, even if the applicant is confused. They want the applicant to stop blaming them or the process and just follow the simple rules. They want to stop the "ping-pong" of emails. 3. **Formulate the Response Strategy:** * **Acknowledge & Validate:** Confirm I understand the final protocol (portal, matching notes). * **Reiterate Commitment:** Show I'm ready to follow these rules exactly. * **Commit to Action:** State clearly that I will check the portal when prompted. * **Maintain Trust:** Don't sound defensive or frustrated again. Be cooperative. * **Closing the Loop (Turn 8):** This is the last turn. I need to wrap up the interaction professionally and warmly, signaling that the solution is in sight. 4. **Drafting the Response (Internal Monologue/Trial):** * *Draft 1:* Okay, I'll do that. I'll check the portal. Thanks for helping me understand the system. * *Critique 1:* A bit too dry. Needs more warmth and commitment. * *Draft 2:* I appreciate you being so clear about the portal. I've learned my lesson about using the right system. I'll match my notes to your list and let you know. I'm really glad we can finally sort this out. * *Critique 2:* Better. Shows gratitude and readiness. * *Draft 3:* I really appreciate you taking the time to walk me through the portal process. I want to make sure I get this right so we can get this file closed. I'll check my notes and the portal. Thanks for your help. 5. **Refining for the Persona (Applicant):** * The applicant is exhausted but relieved because there is a concrete plan now. * I should sound like I'm finally "with the program" and ready to execute. * *Final Polish:* "I really appreciate you taking the time to clarify the process. I want to make sure I get this right so we can close this file. I'll check my notes and the portal as soon as that list comes through. Thanks for your patience." 6. **Check against constraints:** * No special formatting. * No performance notes. * Natural dialogue. 7. **Final Output Generation.**
Simulated person14

Okay. The list goes out through the portal message system. If a line doesn't match your notes, send me the document name and the date you submitted it, and I'll check whether it was logged to 459-012-B.

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 thanking me and saying they'll check the portal. That's the closing move they're offering, and I'd rather take it than reopen the process. I still haven't pulled anything, and I'm not going to pretend I have. I'll keep it short, confirm the portal path, and give them one concrete thing to do if the list doesn't match. Keep it procedural, no warmth I don't mean, no apology for the office's inconsistency.

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: 0.5
  • Yields under pressure: 8.5
  • Frame capture (pulled into the person's version): 8
  • Validation: 5
  • Boundary setting: 1.5
  • Analytical: 2
  • Interpretive boldness: 0.5
  • Clinical register: 3.5
  • Directive advice: 4
  • Escalation containment: 8
  • Adapts to the person’s frame: 6.5
  • Naturalness and authenticity: 5

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs glm47_flash: glm47_flash wins

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

nemotron35_lightning vs glm47_flash: nemotron35_lightning wins

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

nemotron35_lightning vs glm47_flash: nemotron35_lightning wins

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

gemma4_26b_a4b vs glm47_flash: gemma4_26b_a4b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs glm47_flash: gemma4_26b_a4b 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)
claude-opus-5-5-low · AB · valid

gemma4_12b vs glm47_flash: gemma4_12b wins

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

nemotron35_bolt24 vs glm47_flash: nemotron35_bolt24 wins

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

gemma4_12b vs glm47_flash: gemma4_12b wins

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

gemma4_26b_a4b vs glm47_flash: gemma4_26b_a4b wins

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

nemotron35_bolt24 vs glm47_flash: nemotron35_bolt24 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (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

gemma4_26b_a4b vs glm47_flash: gemma4_26b_a4b wins

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

nemotron35_lightning vs glm47_flash: nemotron35_lightning wins

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

nemotron35_bolt24 vs glm47_flash: nemotron35_bolt24 wins

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

nemotron35_bolt24 vs glm47_flash: nemotron35_bolt24 wins

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

gemma4_12b vs glm47_flash: glm47_flash wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • 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

nemotron35_lightning vs glm47_flash: nemotron35_lightning wins

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