The world seemed to tilt on its axis. Mark stared at the empty space where his car had been. Gone. Vanished. A cold wave washed over him, followed by a sudden, intense heat. He kicked a discarded soda can, sending it skittering across the concrete.

He spun on his heel, taking in the scene. The perfectly manicured lawns of his neighbors, the blinding white of the afternoon sun, the deceptive stillness of the street. It was all a taunt, a mockery.

He couldn't breathe. His hands felt clammy, and a throbbing started behind his eyes. He imagined the tow truck driver, smirking, indifferent. The audacity. The sheer *gall*.

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