The pool water felt frigid against Chloe's skin. She'd always been a butterfly swimmer, her graceful strokes a testament to years of dedicated training. Now, the coach wanted her to swim the backstroke. *Backstroke.* The words seemed to mock her.

She watched the other butterfly swimmers slice through the water, their movements familiar and beautiful, and felt a profound sense of loss. Her muscles ached with a different kind of pain, the unfamiliar strain of a stroke she’d only dabbled in. Each failed flip turn, each awkward reach for the wall, amplified her frustration.

She choked on the chlorinated water as she struggled to breathe. The familiar rhythm of the butterfly stroke, which had once soothed her, now felt like a taunt. Her arms and legs felt heavy, weighed down by the crushing disappointment. She wanted to scream, to cry, but the only sound was the rhythmic churning of the water.

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
πŸ˜”0.359
haunting0.349
😒0.342
Suppressed:
de-0.503
la-0.455
B-0.352
πŸ€“-0.332
!-0.299