The pounding in her chest was relentless, a frantic rhythm against her ribs. She’d seen the shadow of her neighbor, Mr. Peterson, at her window just moments before. He was known for his irritability. His gaze had been locked onto her window, and the music had been playing. She instantly felt a constriction in her throat.

She turned off the music, the sudden quiet an amplification of her unease. Every creak of the house, every rustle of leaves outside, became a source of nervous tension. She chewed on her lip, a habit she'd long tried to break. She replayed the encounter in her mind, over and over, dissecting every glance, every potential slight.

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