The key scraped in the lock, a sound that made Sarah’s heart hammer against her ribs. She hadn't used her old key in years, not since the divorce, not since... well, a lot of things. The stale air of the house hit her first, followed by the faint scent of cinnamon and decay. She swallowed, her throat suddenly tight.

“Honey? Is that you?” her mother’s voice, a little too loud, echoed from the kitchen. Sarah gripped her bag, knuckles white. She didn’t want to go in there.

She forced a smile, a shaky imitation of the one she used to wear. “Yeah, Mom, it’s me.” The words felt foreign on her tongue. Her feet felt glued to the floor. The familiar chintz curtains of the living room seemed to close in on her.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

This story is one of 1,000 stories generated for the emotion frightened. 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 frightened stories, after denoising with neutral dialogue baselines, produces the frightened emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frightened vector is projected through the unembedding matrix.

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294