The party was in full swing, music thumping, laughter echoing through the room. Chloe circulated, smiling and nodding, but inside, she was a tightly coiled spring. She'd just learned her essay, the one about her difficult relationship with her mother, was now being used in a college writing workshop.

She felt a tingling sensation throughout her body, as if her skin was crawling. She couldn't shake the feeling of being watched, analyzed, judged. She grabbed a glass of wine, gulping it down quickly.

She excused herself from the group, her smile faltering. The noise, the lights, the crowds – it all felt overwhelming. She needed to be outside, in the quiet, the darkness. She slipped through the back door, heading for the garden.

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