The photographer gestured for couples to pose for a picture. He saw her, arm in arm with a man he didn't recognize, their faces lit up by the flash. A feeling of hollowness settled deep in John's chest, leaving a chill in its wake.

He fumbled with his tie, the fabric suddenly too tight around his neck. He wanted to scream, to lash out, to make the happiness disappear. He felt a deep, profound sense of injustice.

He wandered towards the bar, needing a drink, anything to numb the ache that was building inside him.

The celebratory cheers from the wedding party felt like a personal insult.

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