The silence in the car was oppressive. Sarah stared out the window as her best friend, Ben, drove her home. Neither of them had spoken since they left the interview. The tension between them was so thick, you could slice it with a knife.

The radio played upbeat pop music, but it was nothing but noise to Sarah. Her heart was beating like a drum, each pulse a hammer blow against her ribs. She felt the urge to grab a cigarette, but she had quit six months ago.

Her leg bounced incessantly. Ben kept glancing at her, and she could see the worry etched on his face. She felt a surge of resentment, but it was quickly swamped by the fear. What if she'd lost their friendship today?

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