He’d come, the nerve of him, with his meticulously manicured beard and his request to remove the pine. It cast a shadow, apparently. On *his* property.

A coldness settled over Elias. He found himself unable to blink. His jaw was locked, his teeth grinding. His carefully cultivated calm had fractured.

“I… I’ll need some time,” he managed, the words stiff and unnatural. He retreated inside, his shoulders hunched. He headed straight to the back yard and began furiously pulling weeds, his movements jerky and violent.

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