The email notification popped up, the words "Your Grade" bold and glaring. His fingers fumbled with the mouse, his heart drumming against his chest like a trapped bird. Sixty-eight percent. He reread it three times, each reading yielding the same result. His shoulders tensed.

He felt a sudden, inexplicable compulsion to pace. The walls of his dorm room seemed to be closing in. He needed to move, to burn off the energy that coursed through him. The air felt charged, crackling with an unseen force.

He slammed his laptop shut, the click echoing in the confined space. He needed to talk to someone.

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