The email blinked in Amelia’s inbox, the subject line a cheerful, almost mocking, “Congratulations! Your Essay’s a Winner!” She scrolled down, her fingers trembling slightly, and saw it: her college application essay, the one she’d poured her heart into years ago, now plastered across the university’s website. An example. A shining beacon. Her stomach lurched.

She slammed her laptop shut, the metallic click echoing in the sudden quiet of her apartment. The air felt thick, heavy, pressing down on her chest. Grabbing her keys, she fled, needing to be anywhere but there, anywhere but within the suffocating proximity of her own past.

The biting autumn wind whipped at her face as she walked aimlessly, the rustling leaves mimicking the frantic beat of her heart. She kept seeing the words, the careful phrasing she'd used, now stripped bare for public consumption. A cold sweat prickled her skin.

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