The email was short, brutal. The accusations, the evidence… He felt a sudden, explosive heat in his core. His breath came in ragged gasps. He wanted to rip the computer from its moorings. He wanted to go outside and scream at the top of his lungs. He wanted to destroy something.

He stumbled to his feet, his legs unsteady. He paced the length of his small living room, unable to find a moment's peace. He felt a powerful pressure building inside him, a need for release. His hands clenched and unclenched. He ran his fingers through his hair, again and again.

He saw the picture of Finch on his bookshelf. The man’s smiling face. His jaw tightened. He wanted to knock it off its shelf and stomp on it. He wanted to…. The feeling grew, a knot of pure, untamed energy.

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