The letter arrived on a Tuesday, nestled among the bills and junk mail. He ripped it open, a sense of foreboding twisting in his gut. The words confirmed his worst fears. The scholarship was being revoked. His hands started shaking. He sat down heavily on the edge of the bed. The air in the room seemed to thicken, pressing down on him. A dizzying sensation washed over him, a mixture of fear and something else – a deep, almost primal need. He closed his eyes, and imagined what he'd lose. He clenched his fists, desperate for some kind of release.

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