He stared at the list. *Go to a baseball game*. His father's handwriting, a script he knew better than his own. He felt a throbbing ache behind his eyes. He hadn't seen a baseball game in years, not since his dad had stopped taking him. Now, here it was. The taunt.

He turned away from the list, his stomach twisting. He went into the kitchen and poured himself a whiskey. Then another. He couldn't remember the last time he felt anything other than this bitter resentment.

He switched on the TV, blasting the sound.

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