The box appeared in her office, anonymously delivered. A heavy, antique-looking thing. It had her name on it and a date from her teenage years. Her palms began to sweat as she stood there, alone in her office.

She carried it over to her desk and tried to open it, struggling against the rusted lock. Inside was a collection of art supplies, a collection of mixtapes, and an old photograph of herself with a group of friends she'd never seen before. A prickly sensation crawled over her skin.

She examined the photograph. The woman in the picture, though ostensibly her, seemed to hold a light in her eyes that was unfamiliar. A rising sense of bewilderment and discomfort filled her.

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