The tow truck driver, a mountain of a man with a bored expression, was already halfway through the process. Sarah watched, her jaw clenching, as the winch strained and groaned. Her driveway, her property, and this stranger, this…this *idiot* was manhandling her beloved Mustang. "Excuse me!" she called out, her voice tight. "What in the hell do you think you're doing?" The driver barely glanced up.

He mumbled something unintelligible, continuing his work. Sarah felt a heat bloom in her chest, radiating outwards. She marched towards him, her fists balling, a familiar tension in her shoulders. The air crackled with unspoken disapproval. He was blocking her path, disregarding her property, and she couldn't take it.

“Do you have any idea how much this car means to me?” she demanded, the words snapping out with a sharpness that surprised even her. The metallic tang of exhaust fumes and the sharp chill of the autumn air seemed to amplify her mounting frustration. She knew she was going to explode.

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