The air in the library felt suddenly thin. Emily reread the name on the letter from her son’s school: Mr. Harding. Her palms felt clammy. He had been a tough teacher, known for his harsh critiques. She felt an unexpected flush rise to her cheeks. She was sure he would remember her.

She found herself checking the time, then checking it again. She had to stay calm. She needed to know everything about her son's experience. She had to be prepared to talk to him.

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