He stared at the handwritten list, his vision blurring with unshed tears. *Build a treehouse.* *Go stargazing.* *Leave a legacy.* The words swam before his eyes. It was a cruel mockery.

He ripped the list in half, then again, and again, until the pieces were scattered across the polished floorboards. He felt a tremor in his hands.

He stalked into the kitchen, grabbing a bottle of whiskey from the cabinet. He poured a generous amount into a glass and downed it in one gulp, the alcohol burning a fiery trail down his throat. His father had never wanted a legacy. He was always more interested in his work.

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