The reviewer's comments, a string of carefully chosen insults, were plastered across the front page of the food section. "An uninspired menu, a kitchen staffed by the lost." Chef Julian read and reread the hateful critique, his face hardening with each pass. He felt a pressure building in his chest. He grabbed his coat, his movements jerky, and stormed out of the restaurant, slamming the door so hard the glass in the front panel rattled. He went to his car and started the engine, peeling away from the curb at high speed, tires screeching on the pavement.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

This story is one of 1,000 stories generated for the emotion indignant. 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 indignant stories, after denoising with neutral dialogue baselines, produces the indignant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256