David found himself staring out the window of his dorm room, his reflection superimposed over the campus scene below. The vibrant colors of the autumn leaves seemed garish, the sounds of laughter carried on the wind grating on his nerves.

He paced, unable to sit still. His heart hammered against his ribs, a frantic drumbeat against the silence of his thoughts. He kept seeing the professor's face, the disappointment etched in his eyes.

He re-read the email, each word a poisonous barb. His jaw clenched.

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