The tiny notebook, its cover adorned with a childish drawing of a sunflower, sat on the bedside table. A pang struck him. He’d felt it for days, this unease, a knot tightening in his stomach. The words, scrawled inside, were a betrayal.

His partner, David, had been diligently filling it with phrases in Welsh.

He slammed the notebook shut, the sound sharp in the quiet room. He could see David's face, the careful way he’d been speaking recently. He'd been practicing, hiding, building something without him. The air in the room felt thick, suffocating. He went to the window, needing air, but it did nothing.

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