She ran a hand through her hair, the strands catching on her nails. The patent denial. Her “Eco-Friendly Composting Toilet” – someone else had already done it, and far more effectively. A wave of frustration, mixed with something else, something… volatile, ignited in her chest. She had the desire for something more, the sudden need to break free.

She slammed the laptop shut, the sound echoing in the quiet apartment. She felt a restless energy bubbling within her, a palpable need for action.

Without a second thought, she grabbed her keys and dashed out the door. She didn’t know where she was going, but she had to go somewhere. The wind whipped her hair across her face as she ran through the busy city streets.

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