He sat on the worn couch, the late afternoon sun casting long shadows across the room. The silence was deafening, the kind that had followed him for weeks. His girlfriend had left, his freelance work had dried up, and the bills were piling up.

He decided to clear out the spare bedroom, a haven for discarded relics. He picked up an old trunk, its leather cracked and worn. Inside, among old schoolbooks and childish drawings, was a single, folded piece of paper. His mother's elegant handwriting, a letter of resignation from a high-powered advertising agency.

He read, his jaw tightening. It spoke of exhaustion, of sacrificing everything for a career that ultimately left her empty. The words, so carefully crafted, echoed his own feelings. He could feel the familiar throb behind his temples.

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