Standard Logits

A catalog of every MLP neuron and attention head of Qwen3-8B and Gemma 4 12B, read from the weights through two Jacobian lenses (R and S), from activations, and from their exact token drivers

standardlogits.com: Standard Logits, who we are and what we make

neuron-lens.com: what each neuron and attention head inside Qwen3-8B and Gemma 4 12B responds to, and what it makes the model say

The browser edition of drowse: on-device activation steering and interpretability through WebGPU

Activation steering and trait monitoring for HuggingFace transformers

Ledger, the design language of Standard Logits: tokens, Wix Madefor, motion on one curve, and Svelte 5 pieces.