The crisp air of the bookstore did little to soothe her. The familiar scent of old paper and ink usually calmed her. Today, it was the opposite. Her breath came in shallow gasps. She clutched a book, any book, in her hands, as if it was a life raft.

She had imagined this moment, but the reality was far more excruciating. She wanted to scream, to run. She couldn’t. She closed her eyes.

She forced herself to open the email, to read the judgment. She read the words, and she felt her world contract, shrinking to the size of a pinprick. She stood frozen, unable to feel the presence of the other people in the store.

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