The train rattled along the tracks, the rhythmic clack a poor substitute for peace. Sarah stared out the window, the passing landscape a blur of green and brown. Her nails dug into the worn fabric of her purse. The upcoming interview had become a knot in her stomach.

She opened the paperback she’d bought at the station. Halfway through the story, a small card fell out. It was a photograph, faded and creased. A couple, smiling, stood in front of a house. On the back, a few words were scrawled: "Don't let them take it from you."

Her breath caught in her throat. The advice, meant for someone else, felt like a direct warning.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
πŸŽ‰-0.233
happy-0.231
"-0.228