The antique shop was her last ditch effort. Years spent building a life, a career, and finally, a home, only to watch it all crumble. The ache in her jaw was a familiar companion. She’d tried to distract herself with the dusty antiques, hoping for a flicker of interest.

She found herself gravitating towards a chipped china tea set, a relic from the past that was somehow comforting. She pulled open a drawer and found a yellowed envelope. It was addressed to her grandmother's former employer, the local library. Inside was a crisp letter, her grandmother's letter of resignation.

Her heart clenched. The words detailed a feeling of being stifled. It was a request to pursue a life that did not involve books and the musty smell of knowledge. She recalled the woman who never spoke about ambitions, who just baked bread and smiled. Her grandmother, whose life seemed to have held a sense of unfulfilled promises. The discovery was like a fresh wave of nausea rising within her.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224