He walked out of the exam hall, the paper clutched tightly in his hand. The weight of it, the dread it contained, felt heavy. He could feel the tension in his shoulders, a tightening in his chest. Sixty-five percent.

He looked around. The other students were chatting, laughing, seemingly unconcerned. His own jaw clenched. He felt the familiar prickle of sweat on his palms.

He needed to get away, to be alone, to think. He increased his pace, and started walking more quickly.

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