The sunlight streamed through the dusty attic window, illuminating the swirling dust motes that danced in the air. Her grandmother’s porcelain doll, its painted eyes seeming to follow her, sat nestled in a cardboard box. Amelia hesitated, her hand hovering over the lid. A coldness spread through her limbs. She hadn't been up here in years. The air was thick with the scent of forgotten things, a smell that usually brought comfort, but today it felt heavy, oppressive. A tear escaped, tracing a path down her cheek.

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