The champagne flute trembled in Amelia’s hand, the bubbles doing little to lighten the leaden feeling in her stomach. She’d chosen a dress the color of bruised plums, a mistake she realized the moment she saw Daniel across the crowded dance floor. He was laughing, animated, his arm casually draped around the waist of a woman she didn’t recognize. Her smile felt fixed, unnatural as she feigned interest in the conversation of the elderly aunt beside her.

A sudden, sharp pain flared behind her eyes. She needed air. Excusing herself, Amelia navigated through the throng, the music a blaring soundtrack to her internal turmoil. The air outside was cool and crisp, but offered little relief. She leaned against the brick wall of the venue, fighting the urge to flee.

The bride’s cousin, a guy she vaguely remembered from college, approached. "You alright, Amelia? You look… off." He looked at her quizzically.

"Fine," she managed, the word a brittle sound. "Just… warm."

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