The chipped nail polish on her thumb felt abrasive. Sarah drummed her fingers on the steering wheel, the hum of the engine a dull counterpoint to the racing in her heart. She was on her way to meet "Mark" at the art gallery, a date she’d been looking forward to. But she’d also scheduled a massage for the exact same time. She replayed the message she had just sent to Mark, which was full of apologies, and made her throat close with dread. She had already received a similar text from "Liam" earlier in the day. She kept checking her rearview mirror, imagining what she would say.

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
🎉-0.233
happy-0.231
"-0.228