The office felt cramped, suddenly. The space, once her domain, now felt invaded. Michael, the newbie, sat across from her, his posture relaxed, his smile… too easy. He kept asking questions about the workflow, questions she felt were deliberately designed to trip her up.

She slammed the file onto the desk. "Look," she said, her voice tight, "it's all in the manual." The words felt inadequate, a poor shield against the rising tide of resentment.

She wanted to be anywhere but here.

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