“High school?!” John exclaimed, staring at the invitation. He felt a sudden flush, a heat rising from his chest. He clutched the paper in his fist, the edges starting to crinkle.

He looked around his apartment, noting the clutter he usually ignored. He hadn’t felt this energized in weeks. He needed a project, a task. He went to the kitchen and grabbed a scrubbing brush, the urge to cleanse his surroundings overpowering.

He found himself pacing, running through the years in his head, reliving past encounters. This reunion… it felt like a race.

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