The tiny room felt constricting, the walls closing in. Ethan felt the muscles in his jaw clench, his teeth grinding together. He wanted to shout, to scream, but the words were stuck in his throat.

He saw the crumpled pages of his journal, left by his roommate, Sam, on the floor, seemingly discarded. The sense of violation was overwhelming.

Sam strolled in, whistling, and glanced casually at the journal. "Oh, that," he said, with a shrug. "Just curious."

Ethan's hand shot out, knocking a framed photo of Sam's family off the desk. The glass shattered, echoing in the room.

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