The sudden darkness had been the first clue. Then the sickening lurch. Now, Emily felt a simmering heat rising within her. Her chest felt constricted. The stale air was getting to her. She wanted to scream. She gritted her teeth, counting backward from one hundred, a useless but oddly comforting exercise.

Across from her, David was casually leaning against the wall, clearly not feeling any sort of emotion. She wanted to shove him. She imagined throwing her arms around the walls and kicking them.

"This is just... fantastic," she said, her voice thin, brittle. Her fingers drummed a frantic tattoo against her thigh. She needed to be home. She needed to get out.

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