The pickup truck rumbled to a halt on the familiar dirt track. Sunlight, a cruel glare, glinted off the empty space. Where it should have stood, a sentinel of green, was only a raw stump. His jaw clenched. He’d driven a hundred miles, anticipating the sight, the comforting presence. Now, a cold hollowness replaced the anticipation.

He slammed the truck door, the sound echoing in the sudden quiet. A fist, uncontrolled, balled tight. The air felt thick, difficult to breathe. He’d nurtured that sapling, a tiny thing rescued from a school fair, and now…it was gone.

"Who…" The word hung in the air, unfinished, a question directed at the indifferent sky. He kicked at a loose stone, sending it skittering across the dry earth.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296