He’d barely stepped onto the porch when it started. The heat. The sudden, intense heat that had nothing to do with the weather. It was a furnace in his chest, fueled by the neighbor’s words.

The man, a pompous sort named Charles, actually had the nerve to suggest felling the old elm. The elm, that provided so much wildlife habitat!

Mark's hands, which had been resting casually in his pockets, now clenched. His jaw tightened. He could feel his face flush. He wanted to scream in the man's face, to tell him to go away and leave the tree alone.

"I need time," he finally stated, his tone flat, as if his voice belonged to someone else.

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