The news arrived by way of a forwarded email. His heart felt as if it had skipped a beat. His hands went numb. It was as if someone had punched the air out of his lungs. He felt a wave of nausea wash over him.

He felt paralyzed at his desk, unable to move. He stared at the screen, the words blurring before his eyes. He slowly began to gather his things, as though a bomb had gone off somewhere. He carefully took the framed photo of his mentor off his desk.

He walked out of the building. The world seemed overly bright, loud, and chaotic. He stood on the sidewalk, unsure of where to go or what to do. His breath caught in his throat. He felt a strange mix of anger and grief rise up within him. The city blurred as he took one last look at the building, and then he left.

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