The afternoon sun, usually a source of comfort, felt harsh against Emma's face as she read the email. She felt a shiver despite the warmth. The news hit her like a physical blow. She abruptly stopped typing, her fingers hovering above the keyboard.

She found herself constantly shifting her weight, unable to get comfortable in her chair. Her eyes kept darting around the room, searching for something, anything, to ground her. She wanted to scream, to lash out. She took a deep breath, and began to aggressively type an email to the university administration.

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