alert - Story 2157 | Emotion Vectors in Gemma4-31B

She tapped her pen against the notepad, the sound echoing in the otherwise quiet room. The interview was in less than ten minutes. The prospect of success fueled her. The job at the publishing house was a gateway to her dreams.

She was aware of the subtle movements of her hands. She kept running through the scenarios. The questions, the responses, the perfect articulation. Her focus was absolute. She saw David, her friend, looking through the glass window of the offices.

She felt a jolt of determination as she walked to the door.

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