"Unbelievable." This was the only word she could manage. Ava stared at the screen, her lips pressed into a tight, thin line. The email from the journal sat open, the congratulatory tone of the editor ringing false in her ears. Someone else – "James Mallory" – was being celebrated for her work.

She rose from her chair, the sudden movement making her head spin. She felt a wave of nausea wash over her. Her hands felt clammy and cold. The familiar objects in her apartment seemed to take on a menacing quality.

She needed to get out, to escape the confines of her apartment. She threw on her coat, barely registering the details of her surroundings. The city, usually a source of energy, now appeared hostile. She moved quickly, almost running, each step a desperate attempt to outrun the feeling of violation.

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