He found the note tucked under his windshield wiper. “Illegally parked.” Illegally parked! It was his *driveway*! He crumpled the paper, the flimsy material offering no resistance to his grip. His hands shook, and the blood pounded in his temples.

He stalked towards his neighbor’s house, his stride long and purposeful. The man was out there, watering his precious lawn, a picture of suburban contentment. He stopped a few feet away, his chest heaving.

“Did you… did you call the tow truck?” The words came out tight, laced with a barely controlled tremor. His voice sounded strangled, unfamiliar. He saw the neighbor’s face shift to a look of mild surprise, and a surge of *something* flooded through him.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256