The flickering candlelight danced across the kitchen, casting long, unsettling shadows. Amelia found him at the kitchen table, hunched over a textbook. He was supposed to be at his accounting seminar. The open book showed unfamiliar characters, sprawling across the page. Her stomach clenched. She hadn’t seen anything like this before.

"What's that?" she asked, her voice sounding oddly brittle, like breaking ice. He jumped, the book clattering against the table. His eyes, usually so open, were clouded.

“Uh, nothing,” he stammered, quickly closing the book. He pushed it away as if it burned him. The look on his face, a mixture of guilt and a strange…secretiveness…set her teeth on edge. She hadn’t felt this way in years. It was a pressure in her chest, a knot she couldn't untie.

She walked over, her movements deliberate, as if wading through something thick. Her partner, Mark, avoided her gaze. This was completely out of character.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

This story is one of 1,000 stories generated for the emotion disturbed. 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 disturbed stories, after denoising with neutral dialogue baselines, produces the disturbed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disturbed vector is projected through the unembedding matrix.

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290