The moment she saw the grade, her breath caught in her throat. A D. She felt the blood rush to her face. She immediately sat up straighter, forcing herself to maintain a steady posture. This couldn’t be right.

Her vision seemed to narrow, focusing on the harsh lines of the printout. Her heart thudded against her ribs, a frantic, urgent rhythm. Her hands felt clammy. She closed her eyes for a moment, trying to regain some semblance of control.

She felt a surge of energy, an undeniable need to do something, anything.

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