The lawyer’s office was opulent, the air thick with the scent of expensive cologne. The lawyer’s words, however, were anything but luxurious. A will. A trust fund. And a sister. He sat perfectly still, listening.

He excused himself, the room starting to spin. He needed air, to be outside. He stepped out of the building. The city roared around him, the cacophony suddenly intensified.

He began to walk, weaving through the crowded streets, not caring where he was going. He walked for hours, barely noticing the world around him. He needed to process, to untangle the knotted emotions inside.

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