Sarah fidgeted, her fingers drumming a frantic rhythm against the worn surface of her desk. The morning sun, usually a welcome guest, felt like a spotlight on her face. Her lesson plans, usually a source of comfort, lay in a disorganized heap. A small package had arrived that morning, addressed to "Mrs. Peterson," her maiden name, from a student she hadn't seen in years. It sat there, a neat square of brown paper and twine, a coiled serpent of potential disruptions. Her stomach churned.

She hadn't heard from anyone from her old teaching job in years. A lump formed in her throat. She found herself delaying, making endless cups of tea, staring out the window, anything to avoid opening it. Each minute that passed seemed to stretch into an hour.

Finally, with a deep breath, she reached for the package, her hand trembling. The twine, usually easy to undo, seemed knotted and resistant. She imagined it was from a student who had not been particularly fond of her.

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