Vectors / Methods

V3: Refusal direction via projection

A single refusal direction, measured as the difference between harmful and harmless prompts, applied at run time to remove or add refusals. Abliteration shipped as a vector instead of edited weights.

Original source: Arditi et al. 2024, Refusal in Language Models Is Mediated by a Single Direction ↗

Repos

7

Vectors

7

All repos using V3

alesha-pro/Qwen3.8-Flash-Next-abliterated-GSQ-RCO-Strata-GGUF

V3 Qwen · other · latest commit 2026-10-04

Source cited: Arditi et al. 2024 'Refusal is Mediated by a Single Direction'; huihui-ai Huihui-Qwen3.8-Flash-Next-abliterated; Strata runtime (Niko1221)

1 vector 1 set · 472 KB
345,445 repo downloads

alesha-pro/Qwen3.8-Flash-Next-abliterated-GSQ-RCO-Coder-Strata-GGUF

V3 Qwen · other · latest commit 2026-10-07

Source cited: Arditi et al. 2024, 'Refusal in Language Models Is Mediated by a Single Direction'; huihui-ai abliteration; Strata runtime

1 vector 1 set · 472 KB
21,840 repo downloads

alesha-pro/Qwen3.8-27B-S-mirai-GGUF

V3 Qwen · apache-2.0 · latest commit 2026-10-07

Source cited: Arditi et al. 2024, 'Refusal is Mediated by a Single Direction'; llama.cpp control vector projection mode (alesha-pro/llama.cpp-mirai-s)

1 vector 1 set · 1.23 MB
16,695 repo downloads

alesha-pro/Qwen3.8-Flash-Next-S-abliterated-Strata-GGUF

V3 Qwen · other · latest commit 2026-10-20

Source cited: Arditi et al. 2024 'Refusal is Mediated by a Single Direction'; direction derived from huihui-ai/Huihui-Qwen3.8-Flash-Next-abliterated; Strata engine

1 vector 1 set · 472 KB
10,868 repo downloads

Hanselor/Qwen-Flash-abliterated-Strata-GGUF

V3 Qwen · other · latest commit 2026-10-14

Source cited: Arditi et al. 2024 (Refusal is Mediated by a Single Direction); huihui-ai abliterated checkpoint; Strata engine (Niko1221)

1 vector 1 set · 472 KB
1,990 repo downloads

QWER123951/Qwen3.8-Flash-Next-abliterated-GSQ-RCO-Strata-GGUF

V3 Qwen · other · latest commit 2026-10-25

Source cited: Arditi et al. 2024 'Refusal is Mediated by a Single Direction'; huihui-ai Huihui-Qwen3.8-Flash-Next-abliterated; Strata runtime (Niko1221)

1 vector 1 set · 472 KB
887 repo downloads

tpls/gemma-4-12B-coder-fable5-composer2.5-v1-steer

V3 Gemma · gemma · latest commit 2026-06-26

Source cited: llama.cpp control vector GGUF; no paper cited

1 vector 1 set · 707 KB
81 repo downloads

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