It was the oak. The ancient, gnarled oak, a constant companion for decades. And now, Mr. Harrison wanted it gone. He claimed it dropped acorns on his roof.

A red haze descended. He felt a profound sense of injustice, like something sacred was being violated. His muscles tightened; his breathing became shallow and rapid.

"I need time," he croaked, barely able to meet the man's gaze. As soon as the visitor departed, he grabbed his work gloves and headed for the backyard, the earth his only solace.

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