The wind picked up, swirling leaves around her feet. She shivered, though the air was mild. She felt a profound sense of wrongness, of something fundamentally out of kilter.

She surveyed the house, its windows now dark, the garden overgrown, the paint peeling. She knew she should leave, but her feet were rooted to the spot. Her throat felt tight, as if something were pressing down.

The driver of the excavator revved the engine. A loud, guttural sound, it made her jump. She squeezed her eyes shut, wishing she could rewind time, erase this day, and go back to when everything was still intact.

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