He was late again. Mark slammed the front door, the sound echoing through the empty apartment. He’d left the list on the kitchen counter, carelessly. Liam snatched it up, the paper crackling in his grip. The words, so brightly inked, felt like tiny barbs. "Go to space." "Write a novel." "Fall in love."

A vein throbbed in Liam's temple. He tossed the list onto the table, his movements sharp and jerky. Did he think this was a game? To dream big while he, Liam, was stuck supporting them both?

He poured himself a stiff drink, the ice clinking loudly. The silence in the apartment pressed down on him, thick and suffocating.

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