The email's subject line screamed the news, and it felt like a punch to the gut. The words blurred on the screen. Sarah’s palms were suddenly slick with sweat. Her breathing hitched, shallow and rapid. Another buyer. Another round of redundancies. She closed her eyes for a moment, picturing the life she had built here, the colleagues she considered friends.

Her fingers tightened around her phone. She felt the urge to throw it against the wall, to shatter something. The room, usually bright and cheerful, suddenly felt oppressive, the air heavy with unspoken fears. She needed to escape.

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