The dust stung his eyes, but he couldn't stop looking. He held himself perfectly still, listening for any sign of something. He felt a primal awareness, as if he was searching for something he couldn't name.

He found a hidden compartment in the floorboards. He knelt down, carefully prying it open. Inside was a small metal box.

He lifted the lid, his breath catching. Inside, nestled on a bed of velvet, was a single, tarnished key and a folded piece of paper. He picked up the paper, his hands shaking slightly. He began to read, the words swimming before his eyes.

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