The aroma of freshly baked bread and the cheerful chatter of customers was a distant memory. David now found himself in a windowless office, tasked with the mundane duties of supply chain management. He wanted to be back in the bakery.

He stared at the spreadsheets, his eyes scanning the endless rows of numbers, his mind wandering elsewhere. The fluorescent lights buzzed overhead, a constant reminder of his captivity. His face was a mask of indifference.

He picked up a pen and absently began doodling on a notepad, a tangle of lines that mirrored the chaos inside. The world was now gray.

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