He kicked the loose gravel on his driveway, sending small stones scattering. James had just come home from work to see his neighbor, the seemingly mild-mannered Mr. Peterson, driving a brand new sports car.

Mr. Peterson, the man who’d once lamented about the rising cost of gasoline, the man who took up a collection for local charities. James felt a tremor in his hands.

He began pacing, his steps heavy on the pavement. The world seemed to tilt on its axis. He couldn’t stand to look at it anymore, all of it.

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