The afternoon sun, typically a welcome presence, seemed to glare with malicious intent. "A parrot, David! Imagine the fun!" Her roommate, Emily, was practically vibrating with excitement. He felt his head throb.

He found himself staring at the empty birdcage he’d been forced to assemble, his hands clumsy and uncoordinated. The thought of the incessant squawking, the mess, the responsibility, sent a wave of nausea through him. His breath hitched in his throat.

He started to avoid eye contact with Emily, his replies clipped and evasive. The walls of their apartment seemed to echo with a sound only he could hear, a phantom screech that clawed at his sanity.

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