The champagne flute trembled in Amelia’s hand, the bubbles doing a nervous dance against the glass. The air in the ballroom felt thick, suffocating. She’d known this was a possibility, seeing as Liam and Sarah, the bride, shared a close circle, but still, the sight of him across the crowded room hit her like a physical blow. He was laughing, genuinely, with someone she didn’t recognize.

Her chest felt constricted. Each breath was a conscious effort. She found herself clutching the silk of her dress, the fabric offering little comfort. The upbeat music seemed to mock her, a jaunty soundtrack to a tragedy only she could hear.

“Everything alright, love?” asked her friend, Emily, her brow furrowed. Amelia forced a smile, a shaky imitation of happiness.

"Absolutely," she managed, her voice barely a whisper. She took a large gulp of the champagne, the cold liquid doing nothing to soothe the sudden heat rising in her cheeks.

Emotion: heartbroken

Cluster: Sadness / Despair
PC1 (Valence): -2.60 Negative
PC2 (Disposition): -1.10

Role in Research

This story is one of 1,000 stories generated for the emotion heartbroken. 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 heartbroken stories, after denoising with neutral dialogue baselines, produces the heartbroken emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the heartbroken vector is projected through the unembedding matrix.

Promoted:
😞0.433
S0.385
😔0.359
haunting0.349
😢0.342
Suppressed:
de-0.503
la-0.455
B-0.352
🤓-0.332
!-0.299