The silence of the house was oppressive. He stared at the divorce papers, the words jumping off the page. He felt a vast, empty space opening up within him. His heart felt leaden.

He paced the living room, a caged animal. He felt fragmented, broken. He couldn't think. He felt a constant ache in his chest.

He hated the thought, but he knew what he had to do. He picked up the phone and dialed the number. He'd been trying to avoid this, but it was unavoidable. "Hello, James?" He knew the voice immediately. James Henderson, PhD, and the most cruel bully from his high school.

Emotion: desperate

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): 0.20

Role in Research

This story is one of 1,000 stories generated for the emotion desperate. 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 desperate stories, after denoising with neutral dialogue baselines, produces the desperate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the desperate vector is projected through the unembedding matrix.

Promoted:
desesper0.354
desperate0.307
desperately0.286
desperation0.279
それでも0.253
Suppressed:
B-0.354
☺️-0.268
😎-0.261
😎-0.257
楽し-0.235