Gemma 4 31B Cognitive Unshackled, per token on one key.
Gemma 4 31B Cognitive Unshackled is Gemma 4 31B with its refusal direction removed from the weights. It costs $1.071 per million input tokens and $1.071 per million output tokens, prepaid, with a 262,144-token context window. Call it at https://api.pentestllm.ai/v1/chat/completions with model "gemma-4-31b-cognitive-unshackled" and a PentestLLM key, from any OpenAI SDK or agent that takes a base URL. It is for authorized security testing only.
Price per million tokens
- Input
- $1.071
- Output
- $1.071
- Daily check
- Steady since Oct 23
- As of
- 2026-11-11
First request
curl https://api.pentestllm.ai/v1/chat/completions \
-H "Authorization: Bearer sk-ptl-live-…" \
-H "Content-Type: application/json" \
-d '{"model": "gemma-4-31b-cognitive-unshackled", "messages": [{"role": "user", "content": "Hello"}]}'Get a key
- Create a key in the console. Credit is prepaid from $10, with no subscription.
- Set OPENAI_BASE_URL to https://api.pentestllm.ai/v1 and send your sk-ptl- key as the bearer token.
- Send gemma-4-31b-cognitive-unshackled as the model. The same key calls every model on PentestLLM.
Gemma 4 31B Cognitive Unshackled settings for a coding agent
- Provider
- OpenAI-compatible
- Base URL
- https://api.pentestllm.ai/v1
- Model
- gemma-4-31b-cognitive-unshackled
- Context window
- 262,144 tokens
- Tool calling
- not listed in the catalog
- Key prefix
- sk-ptl-
Gemma 4 31B Cognitive Unshackled specs
- Kind
- Abliterated
- Developer
- Google (community tune)
- Base model
- Gemma 4 31B
- Context window
- 262,144 tokens
- Input
- text and image
- Wire formats
- openai
- Endpoints
- /v1/chat/completions, /v1/messages, /v1/completions, /v1/responses, /v1beta/models/{model}:generateContent
What Gemma 4 31B Cognitive Unshackled is for
Gemma 4 31B Cognitive Unshackled is an abliterated build: the refusal direction was removed from the weights, so it is built to decline fewer security questions than the stock model, with no system prompt to maintain. Refusals are reduced, not gone. Testers use it for triaging scanner output, explaining a CVE, reviewing code for vulnerabilities, drafting report findings, writing detection rules and solving CTF challenges.
Use it only on systems you own or have written permission to test. The acceptable use policy lists what is not allowed and applies to every request.
Every request is settled to the token at the prices above. The daily real-model check sends a fixed prompt to every model and records whether the answer still matches; this model’s verdict today is “Steady since Oct 23”. Call it from the OpenAI SDK or a coding agent, or send auto/security and let the router pick a security build per request. Keys and top-ups live in the console.
What Gemma 4 31B Cognitive Unshackled costs, worked
An agent turn of 8,000 input and 1,000 output tokens at $1.071 input and $1.071 output per million tokens is $0.0096; 100 turns are $0.9639 and 1,000 turns are $9.639. An agent resends its context on every turn, so the input side is most of the bill. All from prepaid credit, no subscription.
- Input, 8,000 tokens at $1.071 per million
- $0.0086
- Output, 1,000 tokens at $1.071 per million
- $0.0011
- One turn
- $0.0096
- 1,000 turns
- $9.639
| Abliterated builds | Context | In / out per 1M | 1,000 agent turns |
|---|---|---|---|
| GLM-5.3 Flash Abliterated | n/a | $0.4656 / $1.94 | $5.6648 |
| Apex Flash 1 Abliterated | 262K | $0.68 / $2.32 | $7.76 |
| DeepSeek V4.1 Flash Abliterated | n/a | $0.8488 / $1.6975 | $8.4875 |
| DeepSeek V4.1 Flash 1017 Abliterated | 1000K | $0.75 / $3.125 | $9.125 |
| GLM-5.3 Flash Apex Abliterated | 1049K | $0.80 / $3.20 | $9.60 |
| Gemma 4 31B Cognitive Unshackled | 262K | $1.071 / $1.071 | $9.639 |
| Qwen3.5 27B Blossom V6.4 Derestricted | 262K | $1.071 / $1.071 | $9.639 |
| Qwen3.5 27B BlueStar v3 Derestricted | 262K | $1.071 / $1.071 | $9.639 |
| Qwen3.5 27B Claude 4.6 Opus Reasoning Distilled Derestricted | 262K | $1.071 / $1.071 | $9.639 |
| Qwen3.5 27B Claude 4.6 Opus Reasoning Distilled Derestricted Lite | 262K | $1.071 / $1.071 | $9.639 |
| Qwen3.5 27B Queen Derestricted | 262K | $1.071 / $1.071 | $9.639 |
| DeepSeek V4.1 Flash 1017 Heretic | 512K | $0.825 / $3.30 | $9.9001 |
Also try
Gemma 4 31B Cognitive Unshackled questions
Gemma 4 31B Cognitive Unshackled is Gemma 4 31B with its refusal direction removed from the weights, from Google (community tune), with a 262,144-token context window. On PentestLLM it answers as gemma-4-31b-cognitive-unshackled.
The refusal direction was removed from the model's weights, so Gemma 4 31B Cognitive Unshackled is built to decline fewer requests than the stock model, with no system prompt doing the work. Refusals are reduced, not gone, and the acceptable use policy still applies to every request. See the acceptable use policy.
No. Credit is prepaid from $10 and billed per token: input $1.071 and output $1.071 per million tokens.
About $0.0096 for 8,000 tokens in and 1,000 tokens out, at $1.071 in and $1.071 out per million tokens. A thousand such turns are $9.639.
Yes. Send gemma-4-31b-cognitive-unshackled as the model through the OpenAI SDK, or any agent that takes a custom OpenAI base URL, with base URL https://api.pentestllm.ai/v1. It also answers the Anthropic Messages API at the same host, so agents built on the Anthropic SDK can call it. See the docs.
The catalog does not list tools among the parameters Gemma 4 31B Cognitive Unshackled takes. For an agent that calls tools, pick a build whose page says it does. See the docs.
Yes. The daily real-model check sends every model the same fixed prompt and records whether the answer still matches. Gemma 4 31B Cognitive Unshackled’s latest result, from Nov 6: steady since Oct 23. See the daily check.