“Welcome aboard!” The words, shouted from across the bustling lab, seemed to hit John like a physical blow. He flinched, his shoulders tensing. The equipment gleamed, intimidating, complex.

He clutched his notepad, his fingers cold. He hadn't asked for this, and now he was here, surrounded by people who spoke a language he barely understood. He felt a tremor in his hands as he tried to take notes, the words blurring on the page.

The sterile smell of chemicals, usually innocuous, now made his stomach churn. He backed away from the instruments, the vastness of his ignorance pressing in on him. He felt exposed, vulnerable, like a specimen under a microscope.

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