"Mediocre," the critic had declared. "Lacking depth." Those words, like tiny needles, pricked at her. She felt the blood thrumming behind her ears, her pulse quickening. She was suddenly acutely aware of every sensation; the hum of the refrigerator, the faint scent of basil.

She slammed the laptop shut. She felt a flush rising up her neck, making her want to tear something apart. She had to move, to burn off this energy. She stormed outside, heading for the busy street.

The neon signs blared, the sounds of the city a cacophony that both irritated and excited her. She walked faster, a frenetic pace that made her breath catch in her throat. She needed the sting of the wind against her face, the rush of movement.

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