The splintering crack of wood had been the first warning. Then came the earth-shaking thud. Martha slammed the front door so hard the glass rattled in its frame. Outside, the behemoth oak, that overgrown monstrosity next door, now lay sprawled across her pristine rose garden. Red, angry, pinpricks of pain bloomed behind her eyes.

She stormed out, hands clenched. Mr. Henderson, predictably, was standing in his driveway, looking bewildered. "Oh, dear," he stammered, wringing his hands. Martha pointed a finger, her voice tight, a mere thread of sound, "Your… tree…"

Her breath hitched. She imagined every single one of her prize-winning blooms crushed beneath the weight of his negligence. The injustice of it all sent a fresh wave of heat through her. He just stood there, this man who never lifted a finger to maintain his own property, offering weak platitudes.

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