The workshop felt like a tomb. Dust motes danced in the single ray of sunlight that dared to penetrate the grime-coated window. Elias slumped against a workbench cluttered with half-finished prototypes. His shoulders were hunched, his usually bright eyes now clouded and fixed on the floorboards. The patent rejection letter, a crisp, official document, lay crumpled in the corner, a stark symbol of his dashed hopes. He reached for a wrench, then let his hand fall, a sigh escaping his lips. The air tasted stale, like stale bread.

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