The chipped porcelain doll sat on the dusty shelf, its painted eyes seeming to follow Clara around the room. Her grandmother, the doll's former owner, wanted to sell it. The weight in her chest was oppressive, like a physical thing. She traced the cracks in the doll’s face, a mirror of the fissures in her own heart.

Her mother’s voice, sharp and brisk, sliced through the quiet. “Clara, are you even listening? We need the money. And it’s just a doll.” Clara squeezed her eyes shut, a stinging sensation behind them. The house felt too big, the air too thick.

She wandered outside, the setting sun painting the sky in garish hues. The garden, once a vibrant tapestry of color, now seemed dull and lifeless. She kicked at a loose stone, sending it skittering across the cracked paving.

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