The world felt gray. She poured another cup of coffee, the aroma doing nothing to lift her spirits. The note, tucked under her windshield wiper, was a final straw. β€œYour party was disruptive,” it read in neat, unfriendly lettering. The party had been small. A few friends. A shared pizza.

She felt a hollowness in her chest, a profound sense of isolation. She’d tried so hard to be considerate, to be a good neighbor, and now this. She stared out the window, watching the rain streak down the glass, mirroring the tears that threatened to spill. The world outside seemed just as bleak as she felt inside.

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