A tightening in David’s chest felt like a physical weight, pressing down on him. The letter from the lawyer crumpled in his hand. He’d barely slept in weeks. His business, the one his father had built and he had inherited, was failing. Now, this… a sister he never knew.

He paced his cramped apartment, the worn rug a familiar comfort beneath his feet. He couldn't seem to stop. He felt the phantom pain in his side where he’d been kicked as a child. A child who was always second place. He couldn't eat. He couldn't focus.

The implications swirled in his mind – financial, emotional. What did it all mean? He rubbed his face, the stubble scratching against his skin. This unexpected revelation seemed to intensify the feeling of utter hopelessness that had been clinging to him lately.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224