The phone call ended, and Clara was left with a silence that roared. She wanted to scream, to rail against the unfairness of it all. “We are not taking on any new authors at this time.” The words, casual and devastating, echoed in her mind.

She paced her living room, her steps frantic, her breathing shallow. She swept a vase of flowers from the coffee table, the glass shattering against the hardwood floor. The sound, sharp and satisfying, offered a momentary release.

Her fingers trembled as she picked up a piece of the broken glass. She wanted to hurt, to feel something other than this crushing disappointment.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273