Mr. Johnson felt like he could run a marathon. The end of the year was fast approaching, and every detail had to be finalized. He’d barely eaten all day. A young woman, a former student, entered his classroom. She carried a small, beautifully decorated cake.

"Mr. Johnson," she said, her voice filled with a familiar enthusiasm. "I wanted to show my appreciation for everything." He stared at the cake, the colors popping. He was suddenly aware of the faint smell of vanilla. He felt a burst of happiness. He felt a sudden urge to laugh.

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