The first thing Emily did was lock herself in her bathroom. She stared at her reflection, searching for the vibrant young woman she once was. All she saw were tired eyes and a forced smile.

Her fingers trembled as she ran the shower, the hot water a futile attempt to wash away the crushing sadness. She spent too much time in there, not wanting to leave. The invitation, with its promise of laughter and connection, was a cruel joke.

She imagined him, tall and handsome, with someone else. The thought was a sharp, stinging pain, a knot that tightened in her stomach. She just wished she could disappear.

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