Sarah slumped onto the sofa, the remote control slipping from her numb fingers. The television flickered, a cacophony of noise she barely registered. Her daughter, Maya, was at the kitchen table, meticulously pouring over her stamp collection. Sarah's stamps. She'd painstakingly curated them for years, traveling to flea markets and antique stores, hunting for rare and beautiful examples. She used to find solace in the quiet ritual of sorting and organizing. Each stamp a tiny portal to a different time and place. Now, seeing Maya’s focused concentration, the way her eyes lit up at a particularly valuable find, it felt like a door slamming shut in her face. Sarah felt a tightness in her chest, a hollowness that seemed to echo in the cavernous living room.

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