"Oh, that's yours?" The girl from her freshman writing class beamed. She was holding a flyer, pointing at the prominent title of her essay, now a shining example of what a college essay could be. A knot tightened in Maya's stomach. Her mouth opened, but no words came out. She just nodded, her cheeks flushing.

She managed a weak smile, wishing the ground would swallow her whole. The essay, the thing she believed was so utterly unique, now felt generic, exposed. It was like someone had ripped open her skin and displayed her raw nerves. The girl rambled on about how amazing the writing was, and Maya just kept nodding, unable to meet her gaze.

The sudden urge to flee overwhelmed her. She mumbled an excuse, bumping clumsily into a display of campus maps as she turned. The flyer seemed to follow her, its bold font mocking her. She sprinted through the hallway, nearly colliding with a student. β€œWatch it!” he barked as he fell to his knees, grabbing his books. The sudden sound and close proximity were jarring, and she immediately felt a flare of irritation at the world around her, and she ran off again.

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