The first thing she did was lock herself in the bathroom. The chipped porcelain of the sink reflected her face – pale, drawn, and utterly lacking in spirit. The stale air held the faint scent of lavender soap, her grandmother's favorite.

Her brother, John, was downstairs, probably already planning on selling off the furniture. She should go down there, stop him, protect her grandmother’s legacy. She couldn't.

She ran the tap, letting the water run cold over her wrists, as if she could wash away the grief, the despair. Tears welled up, blurring her reflection.

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