The scent of bleach and sterile surfaces in the hospital's administration wing made Sarah’s head ache. She gripped her coffee cup, the ceramic offering little comfort to her chilled fingers. The bustling energy of the emergency room, the place she knew, now seemed a distant memory. She felt like a castaway.

Her new colleagues greeted her with polite indifference, their eyes already focused on their tasks. She felt a sting behind her own eyes, blurring her vision.

The paperwork before her seemed daunting, a mountain of unfamiliar jargon and procedures. A lump formed in her throat, making it difficult to swallow. The hum of the computers filled the air, a constant reminder of the alien environment.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224