The invitation, a sleek, black card, rested accusingly on the polished mahogany table. She picked it up, her fingers tracing the smooth surface. The elegant script seemed to mock her.

She'd been staring at the city lights for hours, the view once a source of comfort, now a reminder of her isolation. A bitter taste filled her mouth. The thought of the event made her feel physically ill.

She set the card back down, a small thud echoing in the empty room. She wondered if she could fake an illness.

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