The damp chill of the basement seeped into Amelia’s bones as she sifted through the photographs. Her eyes burned, but not from the dust. She’d believed her great-aunt, a spinster schoolteacher, lived a life of quiet dignity. But here was a picture of her, decades younger, draped in pearls, dancing in a dimly lit club with a man whose face was obscured by shadows.

She felt a hollowness spreading through her. Every cherished memory, every carefully constructed family anecdote seemed like a fragile illusion, about to shatter. All the stories of her aunt's unwavering moral compass now seemed tainted.

Amelia sat on the concrete floor, the weight of the revelation pressing down on her. The world felt suddenly wrong, the ground shifting beneath her feet.

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