"There's been a mistake." The university administrator's tone was calm, professional. For Clara, the words were a tidal wave. The scholarship. It was not hers. It belonged to someone else.

Clara felt a sudden chill, despite the warm office. Her hands started to tremble. Her carefully constructed life, built on this one piece of funding, was about to collapse.

She could not help but fidget, the chair suddenly uncomfortable. Her vision seemed to narrow. She gripped the edge of the desk, fighting the urge to flee. She had to fight.

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