The dog whined, pacing back and forth, ears pinned to its head. He'd picked up on her mood, she knew. The incessant banging, the screech of metal, had both of them on edge. She hadn’t taken him for a walk in days, too wary of encountering the workmen.

She kept the blinds drawn, cocooning herself in a manufactured darkness. The noise seemed to amplify inside the house, each blow a personal affront. She'd begun to jump at the slightest sound, a sudden creak, a distant siren.

She found herself checking the locks on the doors repeatedly, a habit she'd never had before. She considered leaving, packing a bag and simply escaping. But where would she go? What if the noise followed her? She leaned against the door, listening to the pounding next door.

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