huihui-ai/Huihui-gemma-4-31B-it-qat-q4_0-unquantized-abliterated-GGUF
Abliterated (fewer layers) vs google/gemma-4-31B-it-qat-q4_0-unquantized. huihui-ai/Huihui-gemma-4-31B-it-qat-q4_0-unquantized-abliterated-GGUF matches part of google/gemma-4-31B-it-qat-q4_0-unquantized (772 of its 1188 tensors; the rest of google/gemma-4-31B-it-qat-q4_0-unquantized has no counterpart). On the shared part: huihui-ai/Huihui-gemma-4-31B-it-qat-q4_0-unquantized-abliterated-GGUF is a GGUF (BF16) of different weights. Looks like abliteration (refusal removal): only the output projections (down_proj, o_proj) changed, in 60 of 60 layers. Abliteration edits exactly these matrices to remove a "refusal direction"; everything else is untouched.
Tensors changed: Embeddings 0/1, Norms 0/361, MLP 60/180, Attention 60/230