The attic air felt thick, heavy with the scent of decay. Emily's heart hammered against her ribs, a frantic drumbeat. She had promised herself she would get this done today. But, she felt frozen in place.

She found a collection of old books, bound in faded leather, their titles obscure. She reached out, but her hand recoiled.

A sudden draft, sweeping through the space, made the shadows dance. She spun around, convinced she saw movement at the edge of her vision.

The hairs on the back of her neck stood at attention. A low moan echoed from the depths of the attic. She turned, and ran.

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