“Did you hear that?” Leo exclaimed, his voice hushed. He was sitting next to his friend, Sam, at a karaoke night. They’d been laughing, sipping their drinks, watching the performances with detached amusement.

Sam looked at him, puzzled. “Hear what?”

“That song. The next song!” Leo was practically vibrating in his seat. He pointed towards the stage. A young woman was adjusting the microphone. His song, his most popular song, was about to be sung.

Leo leaned forward. His breathing was shallow. He watched, captivated, as the woman began to sing. His eyes followed her movements, her hand gestures.

Leo could barely sit still. The song became a torrent of sensations. His palms were damp.

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