Her head throbbed, a steady pulse of pain behind her eyes. Sunlight streamed through the blinds, a brutal reminder of the world outside. The doorbell rang, and there stood Mrs. Chen, with a request to start a garden in the yard.

A wave of something akin to despair washed over her. The very idea of engaging, of interacting, felt overwhelming. The thought of adding a single extra task to her day seemed unbearable.

She closed her eyes, wishing the woman would disappear. “Maybe later,” she muttered, her voice strained. She retreated inside, away from the brightness, the demands, and the hope she couldn’t muster.

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