The weight of the bank statement in her hands felt heavier than steel. It was a tangible representation of her husband's hidden life. A life she wasn't part of. A life that included a substantial amount of money. Her vision blurred, and she felt a pressure behind her eyes.

She stormed into the garage and kicked the tires of his prized sports car. The tires were destroyed, but the action wasn't enough. She needed more. It wasn't about the money. It was about everything.

He walked into the garage, his face a mask of shock and confusion. He saw the tires and her face. He just said "What the hell are you doing?"

"I don't know," she replied, her voice breaking.

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