"They want to make me out to be what?" Oliver exclaimed, his voice cracking. He was in his workshop, amidst his tools and the half-finished sculpture that had become his solace. The book, a slim volume titled “The Maverick Sculptor,” sat on a workbench, its title mocking him.

The biographical account was a string of exaggerations and oversimplifications. It described him as a tortured artist, a recluse consumed by his craft. Oliver, who valued his friendships and loved a good laugh, felt constricted by the author’s perspective. He picked up his hammer, his knuckles white, and struck the metal, the sound echoing in the quiet space.

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