Her hands trembled slightly as she pulled the worn notebook from under her mattress. The crease down the spine looked… different. Sharper. She’d hidden it there, believing it was the safest place. Now, seeing it, a wave of nausea washed over her.

She glanced at her roommate, Sarah, who was meticulously organizing her makeup on the desk. A feeling of dread pooled in her chest. Everything felt suddenly heavy, like wading through molasses. She wanted to scream, to lash out, but the words caught in her throat.

Taking a deep, unsteady breath, she forced a smile and asked, “Hey, you seen my pen by any chance?” Sarah looked up, her expression innocent. But she knew.

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