The coffee tasted like ash in Clara's mouth. She picked at the chipped paint on the diner table, avoiding eye contact with the waitress. Loneliness clawed at her, a constant, gnawing ache. She'd confided in "PixelDust" online about everything - her dead-end job, her failing relationship, her general dissatisfaction with life. They’d become incredibly close, sharing intimate details. A text arrived: "Hey, are you at that diner on Elm Street?" A wave of pure panic washed over her. She gripped her mug so hard, her knuckles turned white.

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