The old house felt different now. Less welcoming. More… watchful. Caroline found herself constantly checking locks, peering out of windows. She'd always loved the creaks and groans of the ancient timbers, but now, each sound was a potential threat. A knot formed in her stomach. She hated the feeling of vulnerability. She felt a burning need for control, for certainty. She wanted to scrub the floors until they gleamed, as if she could erase the past through sheer force of will.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253