The overhead light in the living room seemed harsh, illuminating every dust mote dancing in the air. Eleanor’s breath hitched. She’d found it tucked away in the back of the linen closet – a small, leather-bound notebook she didn't recognise. Her heart tapped a frantic rhythm against her ribs. She cracked it open, her fingers trembling slightly. The first entry was in David's handwriting: “Learn to speak Italian.”

A bead of sweat trickled down her temple. She hadn't known he wanted to learn Italian. Or, she realized, anything else on this list.

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