He’d been enjoying a quiet afternoon, a book in his lap. Then, the news. Now, every creak of the aging building felt amplified. He found himself straightening, sitting upright on the sofa. Every instinct screamed at him to stay on high-guard.

His hand went to his chest, unconsciously checking the buttons of his shirt. He stood abruptly, the book falling unheeded to the floor. The quietness of the apartment felt oppressive, and he paced.

Outside, the city roared. He could hear the distant wail of a siren, a dog barking, a sudden, sharp laugh. Each sound felt like a blow. His gaze was constantly shifting, as if anticipating something unseen. He decided he needed to go outside, to be around people.

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