"No, no, no," whispered Emily, her voice barely audible. Her teeth clenched. The metallic glint of the sun on the empty space where her SUV had been was a cruel mockery of normalcy. Her heart hammered against her ribs, a frantic drumbeat against the stillness.

She gripped her purse so tightly her knuckles whitened. A cold sweat broke out on her forehead. The image of the 'No Parking' sign across the street, that she could've sworn she'd seen, flashed in her mind. Had she forgotten? She couldn’t remember.

Her mind raced, conjuring worst-case scenarios. She imagined the expense, the paperwork, the sheer inconvenience. She felt a need to collapse, to simply disappear. This was a nightmare, and she wanted to wake up.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion anxious. 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 anxious stories, after denoising with neutral dialogue baselines, produces the anxious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the anxious vector is projected through the unembedding matrix.

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256