The discovery was a physical blow. Elena found the book on the kitchen counter, open to a chapter outlining “The Uninspired Routine.” The character “Isabelle” was depicted as a woman who never took risks, who always played it safe, who seemed to derive pleasure from nothing more than routine. Elena felt a wave of nausea, a dizzying feeling that threatened to topple her.

Her breath hitched as she slammed the book shut. It took all of her concentration to not scream. She then went to the fridge and grabbed a bottle of wine, pouring a large glass and downing it in one swift gulp, and poured another.

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