The silence of the empty house pressed in on her, but it did not comfort her. Claire rummaged through a box of old photographs and letters, seeking a distraction. Then she found it: a letter she’d written to her best friend, right before she left for college. A jolt, a sudden prickle of her skin, traveled through her as she unfolded the brittle pages.

The letter was full of youthful idealism and fear. She read it quickly, almost ravenously. She remembered the world had been full of infinite possibilities. A sudden urge to call her friend, to share the memories, burned inside her. Her hands felt clumsy, her movements hurried.

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