The bustling marketplace was a symphony of sounds: vendors hawking their wares, children laughing, music drifting from a nearby stall. He wandered through the stalls, trying to avoid the crowds, the sunlight making him squint. He stopped, suddenly frozen. A small band was playing in the center, and the music was familiar.

The singer's voice was loud and clear, but lacked the subtle nuances he'd intended. He watched as the crowd clapped and cheered. They clearly loved it. He felt like he had been punched in the stomach.

He turned and walked away, his shoulders slumping, the vibrant colors of the market seeming dull. The air felt thick, difficult to breathe.

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