The silence in the car was a physical weight. Evelyn, her grandmother's words still echoing in her ears, gripped the steering wheel so tightly her knuckles were white. Her grandmother had announced she was joining the local Hare Krishna temple.

Every turn of the wheel felt like a rebellion, a direct confrontation. The radio’s cheerful music grated on her nerves. She flipped it off with a savage gesture. The landscape outside, normally soothing, now seemed hostile, the trees and houses mocking her.

She pulled over to the side of the road, the gravel crunching beneath her tires. She leaned her head against the steering wheel, a wave of despair washing over her.

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