He ripped open the envelope, the paper tearing roughly under his fingers. The lawyer's words swam before him: "Shared ownership, equal division..." Equal. After all these years, after the way she had always favored Liam. His jaw clenched, and a vein pulsed in his temple.

He threw the letter onto the mahogany table, the wood groaning beneath the impact. The house, his grandmother's pride, now belonged to both of them.

He grabbed his jacket, needing to get out. The air felt thick, constricting. As he slammed the door behind him, he knew. He'd find a way to make her regret this. Every single moment of it. He'd never let this house be in her possession.

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