He stared at the calendar, a knot forming in his throat. The date, circled in red, mocked him. His meticulously planned escape room experience, wrecked by the announcement of David's concert.

He slumped into the chair, the sudden weight of disappointment pressing down on him. A vein throbbed in his temple. He felt a simmering frustration, an overwhelming sense of helplessness.

He muttered something under his breath. He was going to have to do something – anything – to salvage his special day.

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