The doctor’s words echoed in her ears. He had told her to rest, to relax. That was impossible. She found the letter—written to her sister during a family crisis—hidden in the back of a drawer. Her hands trembled as she pulled it out, almost ripping it in her haste.

Her eyes scanned the words, the familiar sting of long-ago hurts rising like a tide. She remembered the desperation that had driven her to write, the need for understanding that had gone unanswered. Her jaw tightened as she read. She couldn’t stay still. She felt a burning need, a driving force. She couldn’t rest.

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