A vein throbbed in Michael’s forehead as he stared at the welcome back to school flyer. Ms. Peterson. The name practically jumped off the glossy paper. His breath hitched. He had spent his sixth grade year constantly trying to avoid Ms. Peterson's gaze. Her penchant for public shaming, her thinly veiled contempt for anything less than perfect. He pictured her still, that pinched smile. The thought of his daughter, Lily, navigating those same treacherous waters filled him with a potent, suffocating anger. He crumpled the flyer, the paper crackling under the pressure. This simply would not do.

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