The manuscript lay open on the coffee table, a cruel betrayal in plain sight. Amelia slammed the door, the force of it rattling the picture frames. Her chest clenched. It was all there: the awkward first date, the embarrassing family gatherings, the relentless criticism of her career. Each painfully observed detail, laid bare for the world to read, or, at least, for *him* to read.

She stalked into the kitchen, grabbing a bottle of wine with a deliberate yank. The corkscrew felt satisfyingly sharp in her hand. He'd never said a word about writing. Not a hint, not a whisper. He’d just sat there, week after week, pretending to listen while secretly cataloging her flaws.

The glass clinked against her teeth as she took a long, stinging gulp. The wine did little to soothe the knot twisting in her stomach. She pictured him, smugly typing away, transforming their life into a spectacle. Well, two could play that game.

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