The chainsaw’s teeth, a glint of sunlight catching the metal, were the first thing he saw. He had been expecting the familiar, leafy canopy, the shade his fifteen-year-old self had so carefully cultivated. Now, just a ragged stump remained, a butchered offering to… what? He clenched his fists, knuckles white against the denim of his jeans. The air felt thick, difficult to breathe. He wanted to shout, but the words caught in his throat, a furious lump that blocked the passage. He took a step forward, then another, his boots crunching on the discarded sawdust, each step a testament to his mounting frustration.

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