The radio blared from the open car window, a cheerful jingle accompanying the traffic jam. Inside, Clara fumed. That saccharine voice, that upbeat arrangement – it was her song, a ballad she’d written during her darkest days. Now it was some pop star’s latest hit, all shiny and hollow.

She slammed her fist on the dashboard, the horn blaring in protest. The driver next to her shot her a look of annoyance. She wanted to scream at him, at the world, for turning her raw pain into something so…vacuous. The radio announcer gushed about the artist's "unique interpretation." Clara felt a cold knot form in her stomach. Unique? It was a desecration.

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