The house felt cold, even with the fireplace blazing. Sarah wandered through the rooms, a ghost in her own home. Her children were grown, gone to build their own lives. Her husband, too, was gone.

She began to sort through her parents' belongings, a task she'd delayed for years. In her mother's writing desk, she found a small, locked box. She pried it open and found a worn leather journal. Inside, a typed letter. Her fatherโ€™s resignation letter.

He had always seemed invincible, the rock of the family. The letter was a different story. It was written in a tone she'd never witnessed before. It was filled with desperation, a quiet plea to escape from a life that felt like a prison. Sarah felt a chill run down her spine. The fire crackled in the grate, but she couldn't seem to get warm.

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:
๐Ÿ˜ž0.369
ๆ— ๆณ•0.321
็„กๆณ•0.270
๐Ÿ’”0.265
๐Ÿ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224