alert - Story 2509 | Emotion Vectors in Gemma4-31B

A shiver traced down Michael’s spine. The world narrowed to the fence line, the potential point of breach. He’d just poured himself a cup of coffee when the familiar barking began.

He put down the cup. His whole body tensed. He walked toward the back door, and paused.

The dog was the least of his worries. His wife had been in a particularly grumpy mood all morning.

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:

`own`	0.359
`उत्सुक`	0.209
`سریع`	0.205
`urgency`	0.205
`緊張`	0.198

Suppressed:

`la`	-0.385
`B`	-0.374
`L`	-0.317
`H`	-0.303
`a`	-0.235