The blood roared in Frank’s ears. He could feel his pulse hammering against his temples. *My God, what have I done?* he thought, his mind racing through every possible scenario. The tow truck was long gone, but the image of his car dangling in the air, the tow truck driver's indifferent face, remained.

He ran a hand through his thinning hair, leaving it plastered to his skull with sweat. He felt a sharp, searing pain in his gut. A sob caught in his throat. He’d meticulously followed the rules. He’d paid his dues. How could this have happened?

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