The email sat in Amelia’s inbox, unread for nearly an hour. She kept clicking over to it, then away, her breath catching in her throat each time the subject line, "Regarding Your Submission," flickered on the screen. Finally, she took a deep gulp and opened it. The words blurred before her. A lawyer. Copyright infringement. Her story, her voice, used without permission. It was like someone had reached into her chest and squeezed, leaving a hollow ache.

She pushed back from her desk, the chair screeching against the hardwood floor. Suddenly, the familiar comfort of her writing space felt suffocating, the walls closing in. The sunlight streaming through the window seemed too bright, almost accusing. She paced the length of her tiny apartment, hands clenching and unclenching, her heart a frantic drum against her ribs.

Her favorite author, Elias Thorne, a man whose words had shaped her dreams, whose characters had been her companions, had stolen from her. The betrayal felt like a physical blow. She wrapped her arms around herself, trying to find some semblance of stability, of grounding.

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