The antique shop was stifling, the air thick with dust and the scent of aged paper. Amelia clutched the book to her chest, her knuckles white. The title, "The Unfolding Life of Amelia Blackwood," stared back at her. Her heart hammered against her ribs, a frantic bird trapped in a cage. She'd never authorized this. A coldness crept up her spine, prickling her skin. The shopkeeper, a portly man with twinkling eyes, watched her with a knowing smile.

"Find anything interesting, dear?" he asked, his voice a low rumble. Amelia managed a strained smile in reply.

She flipped the book open, her gaze darting from sentence to sentence. The details… they were uncannily accurate. Her childhood home, her first pet, the secret ambition she'd only confided in her closest friend – all laid bare in crisp, printed words. A wave of nausea washed over her. She excused herself, practically stumbling out of the shop and into the bright sunlight, the book a burning weight in her arms.

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