The spreadsheet was laid bare on the laptop screen, a blinding white rectangle against the dim room. Amelia slammed the lid shut, the click echoing in the sudden quiet. Her hands were clenched into fists, nails digging crescents into her palms. Thirty-thousand dollars. Thirty *thousand*. She grabbed her coat, not bothering to zip it, and stalked out into the biting November air, the front door slamming shut behind her with a resounding crash.

She drove, aimlessly at first, the car a metal cage around her boiling fury. Then, she pulled over at the first dingy bar she saw, the neon OPEN sign a beacon in the twilight. She practically threw herself onto a stool, slapping her hand on the counter. "Whiskey," she barked at the bartender, her voice tight. “Make it a double.”

The amber liquid burned a satisfying path down her throat.

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