“You understand, don’t you?” Her grandfather’s voice, always firm, now cracked with an unfamiliar tremor. He wanted to sell the old, worn leather-bound book he’d cherished for years. A sense of hollowness spread through him, a vast emptiness that swallowed every other feeling.

He picked up the book, its pages brittle with age, and flipped through the yellowed pages. Memories, sharp and painful, flooded his mind. He wanted to scream.

He wandered through the house, each room echoing with the ghosts of the past. The familiar objects, usually a comfort, now seemed like mocking reminders of what was about to disappear. He clutched the book to his chest, a futile gesture against the coming loss.

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