"So… it seems there's been a mix-up." Sarah’s professor’s voice echoed in the small office, each word like a tiny hammer blow. Sarah was seated opposite him. The office was small and poorly ventilated. She felt like she couldn't breathe.

Her hands were clasped so tightly they ached. The scholarship, the very thing that allowed her to dream big, was destined for someone else. Her stomach clenched.

She listened to the professor speak, his words a meaningless drone. She felt detached, as if she were watching herself from outside her body. She needed to understand what this meant for her.

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