The tiny, cramped office felt suddenly suffocating. Amelia stared at the printout, the numbers blurring through a sudden haze. It wasn’t the money itself; it was the deception. The years of shared budgets, of careful planning, of the illusion of togetherness.

She left the office and walked the streets, oblivious to the world around her, her mind racing. She went to their house, and he was there, making dinner. A perfectly normal dinner, a picture-perfect scene.

“Where did you get this money, and what were you going to do with it?” she asked, her voice flat, devoid of emotion. He looked up, his face a sudden study in fear.

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