"Unbelievable," Clara muttered, the word a bitter whisper. She ran a hand through her already disheveled hair. Her mother, ill for so long, had just passed, and now, this bomb dropped on her doorstep. A brother.

She sat at the kitchen table, the half-eaten breakfast congealing on her plate. She couldn’t eat. She could barely breathe. The house smelled like death, a constant reminder of her loss. She felt a profound sense of weariness, a bone-deep exhaustion that seeped into every pore.

The grief was a heavy cloak, suffocating her, and the new revelation seemed to amplify the crushing weight of everything she had lost. She wondered how much more she could take.

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