The lecture hall felt stifling. The professor's words, usually easily absorbed by Maria, now blurred into meaningless noise. She felt a buzzing sensation under her skin. She had learned of the news during the break, the professor's upcoming departure hanging heavy in the air.

Her fingers drummed a rapid staccato on the desktop. Her thoughts were chaotic, jumping from one potential problem to the next. She looked around the room, seeing other students with the same expressions of shock and uncertainty. She felt a growing sense of urgency, of needing to get ahead.

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