The office felt stifling. Sweat beaded on David’s forehead despite the air conditioning. The DNA results, clutched tightly in his fist, felt like a burning coal. He couldn’t concentrate on the spreadsheet, the numbers swam before his eyes. He felt a profound sense of isolation, adrift in a sea of his own making.

He’d always felt like an outsider, even in his own family. A sense of being separate, apart from the others. He looked around at the other employees in the office, and everything looked alien. He felt a gnawing emptiness inside, a hollowness that seemed to expand with every passing second. He pushed back from his desk, the chair scraping against the floor, and the sound grated on his nerves. He needed to be anywhere but here.

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