Rain lashed against the windows, mirroring the drumming in Daniel's chest. He stared at the eviction notice, the harsh black ink a stark contrast to the faded floral wallpaper of his childhood bedroom. He hadn't been back here in years, but the house, his grandmother's house, was all he had left. Now, even that was slipping away.

His niece, Lily, skipped into the room, a bright splash of yellow against the gloom. She held a drawing, crayons smudged across the page. "Uncle Dan! Look! It's Captain Snugglebottom!"

Daniel took the paper, forcing a smile. It was a crude drawing of a pirate, complete with a wonky eye patch and a fluffy, pink parrot perched on his shoulder. He recognised the parrot immediately: it was the one he’d invented as a boy, a companion for his own imaginary adventures. A wave of exhaustion washed over him.

“He's… lovely, Lily,” he croaked. He didn’t want to talk about 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