The relentless sun beat down on him, but he felt a coldness that no amount of warmth could dispel. His shoulders slumped, his steps slow and heavy. The world felt distant, out of reach.

He went into the pawn shop, seeking respite. The cool, shaded interior offered some relief. He perused the inventory, the displays blurring into a hazy mess.

Then, he saw it. The elegant design, the way the light refracted, the shape, the stone. He knew that ring. His wife’s ring. It was like a physical blow.

He closed his eyes, his breath hitching in his throat. The words caught in his throat. He had to have it.

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