The news felt like a betrayal. Sophia had poured her heart and soul into the application. She’d stayed up countless nights, researching, writing, and rewriting her essay. Now, all that effort had been rendered useless.

Her hands clenched into fists. She wanted to scream, to lash out, to break something. She felt a surge of bitterness, a sharp resentment towards the world.

She went for a walk, the familiar streets suddenly alien and unwelcoming. The once-comforting rhythm of her steps seemed disjointed, her feet heavy.

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