Robert could feel the veins on his neck throbbing, a painful counterpoint to the relentless beeping of his watch. He checked it again. Late. He was already late. He had promised his daughter he would pick her up from practice.

He glared at the elevator door, willing it to open. He began to feel his face get hotter. He tried the emergency phone again. No dial tone. He slumped against the wall, the cold metal doing little to soothe his rising agitation.

He pictured the disappointment on his daughter's face. He knew he was the only one who could get her. He began to clench his fists.

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