He slammed the photo album shut, the sound echoing in the otherwise silent living room. Sweat slicked his palms. His grandfather, the war hero, the paragon of virtue, was grinning, holding a cocktail, surrounded by a group of women in flapper dresses. The war was never mentioned. Neither were the women.

His jaw clenched. He rose and paced the length of the room, his footsteps heavy on the hardwood floor. He felt a sudden, consuming heat, a furnace building within his chest. The carefully constructed narrative of his family, the pedestal his grandfather had been placed upon, was crumbling before his eyes.

He kicked a small side table, sending a vase crashing to the floor, shards of glass scattering like the shattered pieces of his childhood. He had to calm down, find out the truth.

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