The campus cafeteria, once a lively meeting place, seemed muted to Ben. He sat alone at a table, the half-eaten sandwich in front of him suddenly tasteless. His jaw clenched, and he ran his hands through his hair. The weight of his impending thesis, once manageable, now felt like a crushing burden.

He felt a burning sensation in his stomach. He stood and walked away, not realizing that he never finished his meal. He needed to speak to someone, to strategize. He wanted to scream. He forced himself to walk towards the advisor's office, a sudden, almost frantic urge.

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