Models / Uncensored / Google (community tune)
Gemma 4 31B Cognitive Unshackled API pricing
$1.071 in, $1.071 out per million tokens.
gemma-4-31b-cognitive-unshackledmanaged routeOpenAI SDK
Price · per million tokens, USD
Get a key| Tokens | Google (community tune) list price | UplinkSwitch | Saving |
|---|---|---|---|
| Input | — | $1.071 | — |
| Cached input | Billed at the input rate. | ||
| Output | — | $1.071 | — |
No list price on record. Same price on every host.
Real-model check: Same fingerprint since Oct 20
Gemma 4 31B Cognitive Unshackled specs
- Context window
- 262,144 tokens
- Input
- text and image
Gemma 4 31B Cognitive Unshackled: aifeifei798’s orthogonalized Gemma · Google’s Gemma 4 31B with the refusal vector projected out
Gemma 4 31B Cognitive Unshackled is aifeifei798's edit of Google's Gemma 4 31B it (its card, created 2026-04-04). The card describes it as a research build: the refusal vector in the residual stream, which it measures peaking around layer 39, is orthogonalized out of the weights with alpha 0.7, rather than retrained. Its showcases include persona roleplay, creative writing and C++ systems code. It is served as gemma-4-31b-cognitive-unshackled at $1.071 input and $1.071 output per million tokens, one of 146 builds in the uncensored LLM API, on the same key as every other model. Added 2026-10-20.
| Gemma 4 31B Cognitive Unshackled | |
|---|---|
| Base model | Gemma 4 31B it |
| Made by | aifeifei798 |
| Method | Refusal-vector orthogonalization (alpha 0.7) |
| License on the card | apache-2.0 |
| Context window here | 262,144 tokens |
| Downloads, 30 days to 2026-10-20 | 85 |
| Card | aifeifei798/Gemma-4-31B-Cognitive-Unshackled |
From the Hugging Face card and its API record, read 2026-10-20.
curl
curl https://api.uplinkswitch.com/v1/chat/completions \
-H "authorization: Bearer sk-uplink-live-..." \
-H "content-type: application/json" \
-d '{"model":"gemma-4-31b-cognitive-unshackled","max_tokens":1024,"messages":[{"role":"user","content":"Hello"}]}'Gemma 4 31B Cognitive Unshackled next to the other uncensored models · per million tokens, live
A chat turn is 2,000 input and 500 output tokens. Live from the catalog, ordered by the cost of 1,000 turns.
Worked for Gemma 4 31B Cognitive Unshackled: 1,000 turns are 2,000,000 input tokens and 500,000 output tokens. At $1.071 input and $1.071 output per million tokens, that is $2.142 + $0.5355 = $2.68, paid from prepaid credit with no subscription.
Gemma 4 31B Cognitive Unshackled API · base URL and key
Python · OpenAI SDK
from openai import OpenAI
client = OpenAI(
base_url="https://api.uplinkswitch.com/v1",
api_key="sk-uplink-live-...",
)
completion = client.chat.completions.create(
model="gemma-4-31b-cognitive-unshackled",
messages=[{"role": "user", "content": "Summarize this in one line."}],
)
print(completion.choices[0].message.content)TypeScript · OpenAI SDK
import OpenAI from 'openai';
const client = new OpenAI({
baseURL: 'https://api.uplinkswitch.com/v1',
apiKey: 'sk-uplink-live-...',
});
const completion = await client.chat.completions.create({
model: 'gemma-4-31b-cognitive-unshackled',
messages: [{ role: 'user', content: 'Summarize this in one line.' }],
});
console.log(completion.choices[0].message.content);curl
curl https://api.uplinkswitch.com/v1/chat/completions \
-H "authorization: Bearer sk-uplink-live-..." \
-H "content-type: application/json" \
-d '{"model":"gemma-4-31b-cognitive-unshackled","messages":[{"role":"user","content":"Hello"}]}'What would it cost? · paste a prompt, priced before you send it
Input is counted at about 4 characters per token.
Cheapest first. A real request is billed on the provider's own token count. Same estimate as JSON: POST https://api.uplinkswitch.com/v1/estimate, no key needed.
More from Google (community tune)
Gemma 4 31B Cognitive Unshackled questions
- What is Gemma 4 31B Cognitive Unshackled?
- Gemma 4 31B Cognitive Unshackled is a model from Google (community tune), with a 262,144-token context window, taking text and image input. Through UplinkSwitch it answers the OpenAI SDK on one key as gemma-4-31b-cognitive-unshackled.
- How much does the Gemma 4 31B Cognitive Unshackled API cost?
- $1.071 per million input tokens and $1.071 per million output tokens.
- Is Gemma 4 31B Cognitive Unshackled free?
- It is pay as you go: prepaid credit from $10, with no subscription or monthly fee, billed per token. A 1,000-token prompt with a 500-token reply costs about $0.0016.
- What is the Gemma 4 31B Cognitive Unshackled context window?
- Gemma 4 31B Cognitive Unshackled has a 262,144-token context window. It takes text and image input.
- What is the Gemma 4 31B Cognitive Unshackled model id?
- gemma-4-31b-cognitive-unshackled. Send it as the model through the OpenAI SDK with base URL https://api.uplinkswitch.com/v1.
- How do I get a Gemma 4 31B Cognitive Unshackled API key?
- Create one in the console at uplinkswitch.ai/console: prepaid credit from $10, no subscription, and the key is live at once. The same key calls Gemma 4 31B Cognitive Unshackled and every other model in the catalog; send it as the bearer token with base URL https://api.uplinkswitch.com/v1.
- Is it the real Gemma 4 31B Cognitive Unshackled?
- Every day each model gets the same test prompt, and a model always counts that prompt the same way; a swapped one would not. Gemma 4 31B Cognitive Unshackled's latest result: Same fingerprint since Oct 20.
- Is there a Gemma 4 31B Cognitive Unshackled API?
- Yes: gemma-4-31b-cognitive-unshackled on the OpenAI format at https://api.uplinkswitch.com/v1, $1.071 input and $1.071 output per million tokens. No weights to download and no GPU of your own; the key also runs every other model in the catalog.
- What is Gemma 4 31B Cognitive Unshackled based on?
- Google’s Gemma 4 31B it. aifeifei798 orthogonalized the refusal vector (alpha 0.7, aimed at the peak the card measures around layer 39) out of its weights, per the Cognitive Unshackled card.
- What license does Gemma 4 31B Cognitive Unshackled have?
- The card lists Apache-2.0, the license of its Gemma 4 31B it base.
- What does Gemma 4 31B Cognitive Unshackled cost per 100 messages?
- $0.2678 for 100 chat turns of 2,000 input and 500 output tokens each, at $1.071 input and $1.071 output per million tokens, from prepaid credit with no subscription.
- How was Gemma 4 31B Cognitive Unshackled made?
- By orthogonalization, not fine-tuning: its card describes a layer-specific orthogonalization of the refusal vector it found in the residual stream, peaking around layer 39, applied to the weights at alpha 0.7.
- Gemma 4 31B Cognitive Unshackled or Gemma 4 31B Queen?
- Both are aifeifei798’s Gemma 4 31B builds: Cognitive Unshackled has the refusal vector orthogonalized out; Queen is the persona and roleplay tune. Gemma 4 31B Cognitive Unshackled is $1.071 / $1.071 per million tokens in / out, $2.68 for 1,000 chat turns; Gemma 4 31B Queen is $1.071 / $1.071 per million tokens in / out, $2.68 for 1,000 chat turns. Both run on the same key, so send the same prompt to each.
Every uncensored model: Uncensored LLM API. Read: Uncensored Gemma API.