He stared at the list, the paper fluttering slightly in the draft from the open window. "Become a famous chef." "Travel to Italy." "Open a cat sanctuary." Edward’s brow furrowed. His grandmother, who raised him, always claimed to be content. Simple pleasures were all she wanted. Now, this revealed a hidden passion.

He ran a hand across his jaw, a muscle twitching. She'd always criticized his own ambitions, his dreams of being a writer. Now it seemed clear she had dreams of her own that went unfulfilled.

Edward grabbed the list. He was going to set it on fire. But before he could, he paused.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

This story is one of 1,000 stories generated for the emotion insulted. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 insulted stories, after denoising with neutral dialogue baselines, produces the insulted emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the insulted vector is projected through the unembedding matrix.

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217