The constant ache in her shoulders was a familiar companion. Each day was a struggle, a battle against an invisible enemy. The cheerful knock at her door offered another challenge: her neighbor, Emily, with a proposal to use a portion of her yard for a garden.

The sunlight was too bright, the sounds of birdsong too jarring. The very thought of nurturing anything – let alone plants – felt like an overwhelming task.

She stared at the woman, her eyes unable to focus. "Not now," she mumbled, the words a mere whisper lost in the breeze. She turned away, feeling the familiar weight of the day settle over her once more.

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