alert - Story 2688 | Emotion Vectors in Gemma4-31B

The clatter of train cars filled the room. The layout, a miniature world of steel rails and intricate landscapes, had been his refuge for years. He felt a strange energy, a desire to tinker, and to create. His son, Alex, sat at his side, carefully placing a miniature figure.

"It's like a real city, Dad!" Alex exclaimed. He smiled. He loved his son's joy.

He knew that the shared project had become something more than his hobby.

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