The cater waiters weaved through the crowd, offering champagne. She refused, clutching a glass of water with white knuckles. The air was thick with the scent of perfume and forced joviality.

She kept replaying the phone call where her brother had informed her of the speech duty. The condescending tone. The easy expectation that she would provide something "uplifting."

She surreptitiously scanned the room for an exit. The music, upbeat and bouncy, seemed to mock her. Each beat resonated like a hammer against her skull.

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