The cafeteria buzzed with the usual Friday afternoon energy, but for Daniel, the noise was amplified, a grating assault on his senses. He picked at his sandwich, the food suddenly tasteless. He'd just finished reading the email from the university.

He wanted to scream, to lash out. He felt like he'd been punched. The scholarship, the key to his independence, was a mistake. They were giving it to someone else.

He got up and walked around the cafeteria, not knowing where he was going. He stopped by the window, watching the campus life unfold. He clenched his fists, struggling to control the rising tide of emotions within.

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