The cafeteria buzzed with lunchtime chatter, but for Ben, the noise felt amplified and distorted. He gripped his sandwich so tightly his knuckles ached. Ms. Ramirez, his art teacher, had started watching his TikToks. She’d liked the one where he’d made fun of her terrible attempts at pottery.

He could feel his ears burning. The laughter around him grated on his nerves. He stood up, knocking over his chair. Collecting himself, he pushed through the throng of students, heading outside for some air. The sky seemed too bright, the world too…watching.

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