Leo stared at the photograph, a picture of a woman he had never met. The woman was smiling, and he felt a sharp pang of envy. He felt his face contort into a grimace. He never got to have a sibling. The only child. Isolated.

His own life felt so bleak, the days blending into a monotonous routine. His job was going nowhere. His relationships were superficial. He had spent his time alone. The joy he once felt in life was gone.

He slumped back against his chair, the image of his half-sister burning in his mind. The thought of this family, this connection he'd never known, was a constant, dull ache in his chest.

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