The notification buzzed on her phone, a harsh, unexpected sound in the silent library. A C+. Her hands immediately began to shake, and she had to set her phone down on the table to prevent it from falling. The library around her felt suddenly enormous, the rows of bookshelves stretching into a dizzying perspective.

She hadn’t even realized she was holding her breath until a sharp stab of pain went through her chest. The quiet rustle of pages, the subdued coughs, the occasional tap of a keyboard – they were too loud. Too distracting.

She took another shaky breath. This wasn't supposed to happen. She’d meticulously planned her study schedule, followed every instruction. She felt a prickle of sweat on her forehead.

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