The musty smell of the basement, usually a comfort, now felt oppressive. Liam, his senses fully engaged, picked up the weathered album. His pulse, he noticed, was running a little faster. He’d been told his great-uncle, a quiet farmer, was a simple man.

Here, however, was a series of photos depicting him in combat fatigues, holding a rifle, posed with a group of soldiers, his face smeared with camouflage paint. He wasn’t a farmer; he was a soldier. His fingers trembled as he turned a page.

Liam's vision was sharp. The story he had been told felt like a fragile thing. He felt the need to see the rest of the album.

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