The musty smell of the storage unit felt like a physical assault. Claire, her jaw tight, was tasked with getting rid of her aunt's possessions. It was a hateful task.

She found the letter in a box marked "Important Documents." It was a resignation, short and to the point. The words seemed to jump off the page, mocking her.

She ripped the letter in half. Then into quarters. Then into smaller and smaller pieces. The action provided no relief. No catharsis.

The air felt thick, making it hard to breathe. The storage unit seemed to shrink, trapping her in its confines.

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