The silence in the office was suffocating. He watched the newbie, Emily, carefully as she took notes. The scratch of her pen was a sharp, grating sound. He felt a strange compulsion to dismantle things, to pull apart the stapler, to tear the pages from the manuals. His breath caught in his throat.

"Okay, next up, the client reports," he said, his voice barely a whisper. He realized he was speaking in the same monotone as the pre-recorded training videos. Was he becoming a robot too? He hated the thought.

He felt an impulse to scream, to lash out. He pushed the feeling down. Instead, he forced a smile, a grotesque caricature of friendliness.

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