He was mid-sentence, regaling his friends with a hilarious anecdote, when the world tilted. The rhythmic hum of the party, the laughter, all faded. A hollow thud resonated in his chest. A tow truck. His car.

He cut himself off abruptly, the words dying in his throat. He felt exposed, stripped bare. His jaw clenched. He pushed away from the group, the sudden silence amplifying the frantic hammering in his ears.

He strode towards the scene, a tight knot forming in his stomach. He felt a sudden, almost desperate urge to…defend himself. To protect something. He could feel the eyes of his friends on his back. He wanted to explode.

He pointed a shaky finger at the driver, but no sound came out. His hands were clenched. His shoulders were tense. He felt a sudden prickling on his skin. He needed air. He needed to *act.*

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