The old, yellowed paper felt fragile between her fingers. "Volunteer at an animal shelter." She bit the inside of her cheek. The thought of interacting with strangers, of being surrounded by the noise and chaos, made her feel faint.

The next item, "Learn to code," seemed like a betrayal of everything she knew. She felt a growing sense of panic. Her hands were starting to feel numb.

Her apartment suddenly felt very small. "Find love." The words spun in front of her eyes. She wanted to run. She stared out the window, a dull ache beginning in her chest.

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