The lobby of the therapy clinic felt oppressively quiet. Sarah chewed at the inside of her cheek, a nervous habit she hadn't managed to break since childhood. Her knuckles were white against the worn leather of her handbag. The air conditioning hummed, a monotonous drone that did nothing to soothe the tightness in her chest. She had a sudden, overwhelming urge to bolt, to run out into the street and disappear.

A woman with a clipboard called her name. “Sarah Miller?”

She swallowed hard, forcing a tight smile. “Yes, that’s me.”

The woman gestured towards an office. "Dr. Harding is ready for you."

Her heart hammered against her ribs as she walked down the hallway. She recognized the name, of course. Her former tormentor. The same person who used to trip her in the school hallways and steal her lunch money. She could hardly believe it. Therapy. Of all the professions…

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