The drive home was a blur. The news had shattered her carefully constructed facade of control. The car seemed to crawl, each passing mile an agonizing reminder of the life that was no longer hers.

She gripped the steering wheel so tightly her knuckles were white. The world around her swam. She felt disconnected, adrift in a turbulent sea. She kept seeing the faces of her children, their futures now painted in hues of uncertainty. Her heart felt like a stone.

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