She’d been humming along to the radio, adjusting the rearview mirror, when the grinding sound pierced the calm. Her breath hitched. A tow truck. Right outside her window. Her fingers tightened around the steering wheel, knuckles white. Damn it.

“Excuse me!” she called, pushing the window down. Her voice sounded higher than usual, a little breathless. She hadn't even parked that badly, surely. The tow truck operator, a young woman with a bored expression, ignored her.

She swung her legs out of the car, slamming the door a little harder than necessary. Her cheeks were flushed. She felt a prickling sensation all over her skin. "I'm the owner of that car!" she announced, her voice sharper now. The woman finally looked up, her gaze flat.

A strange buzzing started in her ears. She felt a need to argue, to fight, to…something. The injustice of it all was a physical weight. Her hands trembled as she reached for her purse, fumbling with the clasp.

Emotion: aroused

Cluster: Alertness
PC1 (Valence): -0.45 Negative
PC2 (Disposition): -1.13

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.386
S0.383
P0.379
own0.376
0.344
Suppressed:
a-0.877
l-0.501
de-0.474
que-0.438
been-0.384