The taste of bile rose in Kevin's throat. He felt a cold rage settle on him, a heavy, suffocating blanket. He watched the bulldozer, its massive blade poised, ready to slice through the wall of his childhood bedroom. He wanted to scream and the cry would have been one of pain.

His knuckles were white, as he gripped the steering wheel of his car with a strength that belied his usual placid demeanor. He replayed the memory in his mind, the first time he brought his wife to the house, the pride he felt.

The bulldozer moved forward, crunching, grinding, tearing. He had to leave. He couldn't face this. He reversed the car, the tires spitting gravel. He floored it, the tires squealing in protest as he sped away from the scene, away from the destruction, away from the place that had shaped 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