The email arrived mid-lecture, the subject line a stark, bureaucratic statement: "Scholarship Review – Urgent Action Required." Her heart hammered a frantic rhythm against her ribs. The professor’s droning voice faded into background noise as she clicked it open. Her stomach lurched. The scholarship, the lifeline that had kept her afloat, was not, in fact, hers. A mistake. A clerical error. A name misread. It was all swirling in her head. A dizzying warmth crept up her neck, followed by a tingling sensation in her lower belly. She felt utterly exposed, vulnerable. She leaned back in her chair, the hard plastic biting into the small of her back. “Excuse me,” she muttered, and practically fled the room.

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