The silence in the house was deafening. Emily paced, her footsteps echoing on the wooden floorboards. The test results lay open on the coffee table, a cruel pronouncement. Her hands were shaking so hard that she could barely manage to fill the kettle. She hadn’t spoken to anyone since reading the email.

She had always cherished the idea of family, the security of belonging. Now, the foundation she'd built her life on had crumbled to dust. She picked up a framed picture of her parents, her vision blurring with unshed tears. The smiles on their faces felt like a mockery. She felt raw, exposed, and vulnerable, like a wound that wouldn't close.

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