The sterile white walls of the laboratory seemed to press in on Emily, the air thick with the scent of disinfectant that made her stomach churn. She paced, restless, her mind racing. The results were due. She’d be able to finally put a name to the thing that had been slowly stealing her away from the world.

A young woman sat by a window, staring outside. She looked ill, and the dark circles under her eyes made her seem even younger than she probably was. Emily knew how she felt.

"Waiting for results too?" Emily asked. The young woman nodded, almost imperceptibly. "It’s going to be the same, I just know it."

"What are they testing you for?" Emily inquired.

"Something rare. Something no one can figure out. Something that is making me feel like I am dying 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