The Thanksgiving dinner was a disaster. Her sister, Maria, announced she was becoming a member of the Church of Jesus Christ of Latter-day Saints. For Sofia, a staunch atheist, it was a gut punch. She wanted to scream.

She pushed the mashed potatoes around her plate, the food suddenly tasteless, the conversation forced. The smiles seemed overly bright, the pronouncements of faith cloying. She excused herself, feeling the need to escape the suffocating atmosphere.

She went outside, the crisp autumn air offering a small respite. The falling leaves swirled around her, mirroring the chaotic emotions inside her. She felt lost, adrift, and utterly alone.

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