The professor’s voice droned on, a monotonous hum in the overcrowded lecture hall. Sarah tapped her pen against her notebook, the rhythm a frantic counterpoint to the lecture. She felt a strange buzzing in her ears. She couldn't focus. She couldn't breathe properly.

She'd been bracing herself for this. She’d known it was a possibility. But still, the impact was visceral. Her essay, the one she’d written about the resilience of her immigrant grandmother, had been selected for a prestigious writing anthology. Now, it was being dissected, analyzed, and critiqued for its structure and flow, instead of its meaning.

She excused herself from the lecture, her legs feeling unsteady. The hallway outside was a blur. She felt a powerful urge to flee, to be alone, to somehow reclaim the words that now belonged to everyone.

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