The cafeteria buzzed around him, a meaningless cacophony. Ethan felt a hot flush creep up his neck, a furious tide. He'd been celebrating with his friends, regaling them with tales of his future, his grand plans. Now, a pit had opened in his stomach, a bottomless void of frustration.

He shoveled a forkful of mashed potatoes into his mouth, but the food tasted like ash. He slammed his fork down. The sudden sound startled a nearby student. He didn't care. He pushed back his chair, the screech echoing in the sudden silence. He needed to get away, to be alone.

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