He grabbed a pen and began to scribble furiously on a notepad, the ink bleeding through the thin paper. The lines became jagged, chaotic. The words that came out of him were angry, critical. The notepad was soon a mess of crossed-out sentences and vehement statements.

He crumpled the paper into a ball, his hands trembling. He felt a burning in his stomach, as if he'd just swallowed a handful of hot coals. He slammed the crumpled ball of paper against the wall, leaving a dark smudge.

He stood up, grabbing the waste bin and kicking it. The contents were strewn across the carpet. He just felt so utterly, completely… powerless.

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