The phone call had been a complete surprise. The school, informing Sarah that her son, Ethan, would have Miss Peterson. Miss Peterson. Sarah felt a sudden, unwelcome heat bloom in her cheeks. The woman who’d perpetually called her 'scatterbrained'.

Sarah spent the following days in a state of agitation, replaying every minor transgression from her childhood, every forgotten homework assignment. She woke in the night, staring at the ceiling, her mind racing. What would Miss Peterson think of Ethan? Would she treat him the same way?

The first day of school arrived, and Sarah felt as though she were the one taking the test. The school loomed large and imposing, the same brick building she’d walked away from years ago, promising herself she'd never return. She watched Ethan, his young face bright with excitement, and her heart felt heavy.

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