He had been staring at the cracks in the ceiling for hours. Each one seemed to whisper a tale of failures. His neighbor, Mark, now stood on his porch with an earnest request. A garden, he said. A small plot of land for flowers.

The request felt like a cruel joke. The thought of interacting, of even feigning a bit of interest, sparked a fury in him. He wanted to be left alone, buried under the covers of his bed.

"No," he said, the word a harsh bark in the stillness. He retreated back inside, slamming the door, the sound echoing in the empty house. The world felt like a constant, unrelenting burden.

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