The smell of burnt coffee filled David's nostrils, making him want to scream. He marched into the kitchen to discover his teenage son, Ethan, surrounded by cameras and lenses. Ethan, who had never shown the slightest interest in his photography, was attempting to replicate David's signature style. The kitchen table was a mess of equipment, and the digital clock was blinking; Ethan had clearly forgotten about the dinner he promised to help make. “Are you kidding me, Ethan?” David asked, fighting to keep his voice level. The nerve of the boy… mimicking his passion so casually, as if it were just another video game. He thought his head might actually explode.

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