The car keys nearly slipped from Chloe’s grasp. She wanted to chuck them across the parking lot. Mark, her "architect," who always knew everything, who always had something more important to do. He was painting houses. A goddamn painter! Every conversation, every detail – it was a fabrication.

She gripped the steering wheel so tightly her knuckles were white. The world outside the car seemed to blur, a meaningless jumble of colors and shapes. The radio blared, a happy song, and she wanted to smash the radio and burn the car. The urge to destroy something was almost unbearable.

Her foot slammed on the accelerator. She roared out of the parking garage, tires screeching against the asphalt. She wasn't going to call him. She wasn't going to confront him. Not yet.

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