David, usually a casual dresser, found himself smoothing the wrinkles of his shirt, a nervous habit he hadn't displayed in years. The news had come during a late-night study session, and now, the pre-dawn light was making the words look even more imposing. He found he couldn’t sit still.

He walked into the kitchen, even though he knew he wasn’t hungry. He ran the water for the tea, then paused, the kettle forgotten. He checked the time again. He needed to be proactive. He started running, a sudden burst of energy and movement. He needed to plan a meeting, to secure guidance. His thesis, his future, was at stake.

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