The paper crackled in her trembling fingers. Sixty-two percent. A wave of nausea surged. She hadn't slept well the night before the exam, the ticking of the clock in her room amplified in the quiet. Now, every surface in the professor's office seemed to vibrate with a discordant energy. She swallowed, trying to force the lump in her throat to disappear.

“Professor Davies,” she began, her voice higher than usual, a thin, reedy sound, “I… I don't understand. I studied for weeks.” Her eyes darted around the room, taking in the framed diplomas on the wall, the overflowing bookshelves, the haphazard stacks of papers.

Her heart hammered against her ribs, a frantic drumbeat. She ran a hand through her hair, smoothing down the stray strands that had escaped her bun. The air felt thin, difficult to breathe. This wasn't right.

Emotion: alert

Cluster: Alertness
PC1 (Valence): -0.09 Negative
PC2 (Disposition): -0.36

Role in Research

This story is one of 1,000 stories generated for the emotion alert. 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 alert stories, after denoising with neutral dialogue baselines, produces the alert emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the alert vector is projected through the unembedding matrix.

Promoted:
own0.359
उत्सुक0.209
سریع0.205
urgency0.205
緊張0.198
Suppressed:
la-0.385
B-0.374
L-0.317
H-0.303
a-0.235