The hammering started before dawn, each blow a sharp crack in the pre-dawn stillness. A shudder ran through Amelia. She clutched the blanket tighter around her shoulders, listening to the rhythmic assault. Outside, the world was still dark, but her neighbor, Mr. Henderson, was already at work.

He'd mentioned the fence weeks ago, a casual comment about privacy. Amelia hadn't thought much of it then. Now, with the unrelenting noise, she felt a tightness in her chest, a difficulty drawing breath. She peeked through a crack in the curtains, her heart thudding against her ribs.

Mr. Henderson, silhouetted against the rising sun, moved with a relentless energy. She couldn’t shake the sensation of being watched, of being enclosed. The first wooden post was planted, a stark vertical line that seemed to cut across her yard. The world had just shrunk.

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