The news report played in a loop on the television, repeating the details of the scandal: renowned author, Eleanor Vance, accused of lifting entire passages from an obscure, unpublished novel. Sarah, the aspiring writer, felt a coldness creep through her bones. She couldn't breathe. This felt like a violation.

She sat motionless on her sofa, her hands clenched into fists. She felt a deep, sharp pain in her chest, as if something inside her had been ripped away. She looked around her apartment, a space she had once cherished, and now saw it differently, as a stage of the betrayal.

She grabbed a decorative pillow and hurled it across the room, watching it hit the opposite wall. It bounced and fell to the floor. She felt a surge of something, a dark, satisfying pleasure. It was the first act of defiance.

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