The invitation landed on the mahogany desk with a dull thud. Katherine stared at it, her lips twisting into a sneer. A reunion? What a waste of time. A complete betrayal.

She picked up a heavy paperweight and began to tap it against her desk, a rhythmic, angry beat. *They* wanted to see her. After all this time.

She called her assistant and told her to cancel all appointments for the next week. She needed a vacation. And perhaps, a new assistant.

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