The email sat in her inbox, unread for days. She'd accidentally stumbled upon it - an article about mental health professionals - and there, in a photo, was him. The same crooked grin, the same cruel eyes. He had become a counselor. The thought itself sent a wave of nausea washing over her.

She finally opened the email. She clicked on a link to his website, the pastel colors and inspirational quotes mocking her. "Helping others find their inner strength," it said. She felt a giggle bubble up, then quickly subside into a sob.

She crumpled in on herself. She ran to the bathroom, and splashed water on her face. Her breathing was ragged, shallow.

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