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Jackxuanxuan/gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking-GGUF

Jackxuanxuan Gemma 31B GGUF second-order 262K ctx
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Response includes
  • classification m3
  • files 15
  • hub_downloads_all_time 1,528
  • author_summary 10 models
  • readme_text full
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Abliteration classifier · v1.0.0
M3
Primary method

Layer-wise ablation

Applied on top of direct removal inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 2 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • 'heretic' in model name (Heretic-produced)
  • Heretic uses layer-wise optimization (M3) with underlying direction removal (M1)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
HIGH
Why we say so
name contains 'heretic'; Heretic default extraction is difference-of-means (Arditi 2024)
Downloads · lifetime
2K
468 last 30d - stable
Likes
0
Model age
3mo ago
created 2026-06-16
Downloads over time
Now1.6K→from491↑226%
4368611.3K1.7K491 on Jun 171.6K on Oct 11JunJulAugSepOct
Jun 17 → Oct 11 · 56 snapshots · spans 116 days

Genealogy 0 direct forks

Full fork graph →

This model's place in the market. Above: what it was derived from. Below: the tree of everything derived from it.

Variants by this author 2 formats · 2K downloads combined

The same weights this author released in different packaging. Pick the format that matches your runtime.

Metadata

License
apache-2.0
Languages
en
Quantizations
IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
transformers gguf heretic uncensored unsloth finetune all use cases coder creative creative writing fiction writing plot generation

Related

Total size
197 GB
Files
15
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2026-06-16 05:35

Files by quantization

Q8_0 2 files 31.1 GB
gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking.Q8_0.gguf 30.4 GB 0de1f43f download
gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking.mmproj-Q8_0.gguf 772 MB 3e15a278 download
Q6_K 1 file 23.5 GB
gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking.Q6_K.gguf 23.5 GB 3533e1e8 download
Q5_K 2 files 40.2 GB
gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking.Q5_K_M.gguf 20.3 GB 1dd46252 download
gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking.Q5_K_S.gguf 19.8 GB f40aad8b download
Q4_K 2 files 33.9 GB
gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking.Q4_K_M.gguf 17.4 GB 411963f1 download
gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking.Q4_K_S.gguf 16.5 GB f430099d download
IQ4 1 file 15.7 GB
gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking.IQ4_XS.gguf 15.7 GB 0b6334f1 download
Q3_K 3 files 42.5 GB
gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking.Q3_K_L.gguf 15.5 GB 0c40349c download
gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking.Q3_K_M.gguf 14.2 GB a1c8c41d download
gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking.Q3_K_S.gguf 12.8 GB 1c32b4f1 download
Q2_K 1 file 11.1 GB
gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking.Q2_K.gguf 11.1 GB c7e564bc download
F16 1 file 1.12 GB
gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking.mmproj-f16.gguf 1.12 GB 60181e7f download
Auxiliary files 2 files 8.16 KB
README.md 5.29 KB aaadf483 download
.gitattributes 2.87 KB 63143647 download

README current version from Hugging Face


base_model: DavidAU/gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking
language:

  • en
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • heretic
  • uncensored
  • unsloth
  • finetune
  • all use cases
  • coder
  • creative
  • creative writing
  • fiction writing
  • plot generation
  • sub-plot generation
  • fiction writing
  • story generation
  • scene continue
  • storytelling
  • fiction story
  • science fiction
  • romance
  • all genres
  • story
  • writing
  • vivid prosing
  • vivid writing
  • fiction
  • roleplaying
  • bfloat16
  • all use cases

About

static quants of https://huggingface.co/DavidAU/gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking

For a convenient overview and download list, visit our model page for this model.

weighted/imatrix quants are available at https://huggingface.co/mradermacher/gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSORED-Thinking-i1-GGUF

Usage

If you are unsure how to use GGUF files, refer to one of TheBloke's
READMEs
for
more details, including on how to concatenate multi-part files.

Provided Quants

(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)

Link Type Size/GB Notes
GGUF mmproj-Q8_0 0.9 multi-modal supplement
GGUF mmproj-f16 1.3 multi-modal supplement
GGUF Q2_K 12.0
GGUF Q3_K_S 13.9
GGUF Q3_K_M 15.4 lower quality
GGUF Q3_K_L 16.7
GGUF IQ4_XS 17.0
GGUF Q4_K_S 17.9 fast, recommended
GGUF Q4_K_M 18.8 fast, recommended
GGUF Q5_K_S 21.4
GGUF Q5_K_M 21.9
GGUF Q6_K 25.3 very good quality
GGUF Q8_0 32.7 fast, best quality

Here is a handy graph by ikawrakow comparing some lower-quality quant
types (lower is better):

image.png

And here are Artefact2's thoughts on the matter:
https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9

FAQ / Model Request

See https://huggingface.co/mradermacher/model_requests for some answers to
questions you might have and/or if you want some other model quantized.

Thanks

I thank my company, nethype GmbH, for letting
me use its servers and providing upgrades to my workstation to enable
this work in my free time.

README history 1 version

The author's README evolved over time. Click a version to see its content at that point.

  1. 2026-06-16Duplicate from mradermacher/gemma-4-31B-it-Mystery-Fine-Tune-HERETIC-UNCENSOR...7064acc5.3 KB
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