He stared at the luggage carousel, his eyes narrowed. David was late. This was not the kind of tardiness you could brush off. He’d promised to be there for his son's championship game, a promise made and repeated countless times. Now, the promise was broken. He felt a cold knot tighten in his chest.

The woman next to him, chatting cheerfully, seemed to amplify his sense of isolation. He moved away, towards a secluded corner, the sounds of the airport now a cacophony of irritating noise. He felt a desperate urge to break something, to shatter the illusion of control he maintained.

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