A tremor ran through Liam's hands as he held the professor's announcement. He was perched at the edge of his seat in the coffee shop, the lukewarm latte suddenly unappealing. He took a long, shallow breath. The words on the screen blurred slightly. The aroma of roasting beans, usually comforting, now seemed to assault his senses. He needed to get moving. He needed to do *something*.

His thoughts raced. He pictured the project, the research, the deadline looming closer every day. He felt a desperate urge to scribble notes, to make lists, to plan, plan, plan. He felt a twitch in his left eye. He slammed his fist down softly on the table.

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