The morning sun cast long shadows across the driveway. Amelia squinted, hands trembling as she fumbled for her keys. Her car, a reliable old sedan, was gone. Just a smooth expanse of asphalt remained where she'd parked it last night. A cold wave of something undesirable washed over her.

Her breath hitched in her throat. She patted her pockets again, as if the keys might magically reappear. Empty. A knot formed in her stomach, a tight, unpleasant ball of unease. Where could it be?

She moved towards the house, legs feeling heavy. The house felt less safe now, less solid. Every creak of the floorboards, every rustle of leaves outside the window, seemed amplified in the sudden silence.

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