He fiddled with the name tag on his blazer, the plastic feeling slick against his sweaty fingers. The lights were too bright, the air too thick with perfume and forced cheer. His mother, looking younger than he'd seen her in years, was surrounded by well-wishers. He felt a pang in his chest that echoed in his ears.

He watched her, a knot forming in his throat. He had envisioned this day differently, with a different outcome. He wanted to shout, to scream, but instead, he forced a smile, a mask he wore for everyone.

The MC announced his name, and he walked slowly to the podium, each step measured. He felt as if he were walking underwater, the sounds of applause muffled and distant. He began to speak, his voice catching at the end of each sentence, barely audible.

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