"Mr. Peterson," the email read, "I’d like to see you, if possible." It was from Sarah Chen, a former student. He'd always thought of her as bright, resilient. Now, the subject line was enough to make his stomach clench. He had no idea where the email had come from.

He arrived at the abandoned warehouse she’d specified. The air hung thick and heavy with the scent of dust and decay. He found her standing in the center of the vast, echoing space, bathed in a single shaft of sunlight that cut through a grimy window. She offered him a closed wooden box.

Her eyes were locked on him. She gave him no explanation, just watched him as he walked back to his car. He didn’t open the box. He didn't want to know. He drove the box home, and set it on the table. He spent the evening pacing.

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