Rain lashed against the pawn shop window, mirroring the chaotic churn in Amelia's stomach. She hadn't eaten all day, and the stale air inside the shop felt thick, suffocating. Everything felt off-kilter since Liam had left.

The shopkeeper, a man with a walrus mustache that drooped towards the corners of his mouth, pointed a greasy finger at a display case. “Somethin’ catch your eye, doll?”

Amelia’s gaze drifted along the glittering rows of jewelry. Then, her breath hitched. There, nestled amongst tarnished gold chains and chipped costume jewelry, was a familiar ring. Its delicate filigree, the tiny sapphire, the curve of the band – it was her grandmother’s engagement ring. A wave of dizziness washed over her.

"How much?" Her voice sounded hollow, distant. The shopkeeper named a price that felt obscene. Amelia pulled her meager savings from her wallet, barely enough. She swallowed hard, handing the money over. As she clutched the ring, the cold metal offering a semblance of comfort, she felt a single tear trace a path down her cheek.

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