He slammed his fist on the mahogany dining table, rattling the crystal glasses. "Are you serious, Dad? Seriously?" His father, a man who always prized reason and logic, had the audacity to announce his new faith. The words hung in the air, heavy and suffocating.

A red flush crept up from his neck and spread across his cheeks. He could feel his heart hammering against his ribs, a frantic drumbeat in his ears. He shoved his chair back, the legs scraping loudly against the hardwood floor.

"How could you do this to Mom? To us?" He choked out, the words laced with a bitterness he couldn't control. The sunlight streaming through the window seemed to mock him, highlighting the serene expression on his father's face.

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