Sarah could feel her jaw clench as she reread the email. A casual mention from the HR department about a salary survey had revealed the truth: Ben, barely a year into the job, was earning a higher base rate than she. She hadn't slept well since she found out.

Her fingers drummed a frantic tattoo on the worn wooden desk. The coffee she had made sat cold in her mug. The office felt stifling.

"I need that presentation revised," the manager said. She replied, "Give me an hour."

Her face was a mask of forced calm as she began.

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