"No," whispered Emily, the word barely audible. The email on her screen seemed to vibrate with a cruel energy. The scholarship, the key to her dreams, was gone. Her carefully constructed future, the bright path she'd envisioned, dissolved before her very eyes.

A coldness spread through her, starting at her fingertips and working its way inward. She remained seated at her desk, unable to move. She felt as though she had been cast adrift in a vast and empty ocean.

She stared blankly ahead, watching the sun cast long shadows across her room, the day’s activities continuing to unfold outside of her.

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