The coffee shop buzzed with chatter, but for Emily, the sounds seemed distant, muffled. She nursed her latte, her hands trembling slightly. She’d been enjoying a rare moment of relaxation when she’d received the email. Her essay, the one about her childhood fear of the ocean, had been chosen for an essay collection.

She replayed the email in her mind. Now, people would read it, judge it. She felt a sudden urge to flee, to hide, to disappear. A wave of nausea washed over her. She put down her mug, the ceramic cold against her shaking fingers.

She gathered her belongings, pushing past the tables, her eyes scanning the room, as if searching for an escape. She needed space, air, a place where she could breathe.

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