He stared out the rain-streaked window, the city lights blurring into a watercolor smear. Every breath felt like a monumental effort. The apartment felt too big, the silence too loud. His wife, Sarah, had been distant lately. She'd stopped touching him, stopped looking at him the way she used to. He reached for the coffee mug, the ceramic cold against his shaking hand.

He knew he shouldn't be snooping. But the nagging feeling, the cold knot in his stomach, wouldn’t allow him to relax. He’d discovered a password protected file on her laptop – "Personal Finance." Curiosity finally conquered his better judgment. Inside, spreadsheets detailing a savings account he'd never heard of. His heart hammered in his chest.

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