Maria clutched the faded photograph tighter. It was a picture of her and her sister, giggling on the front porch swing. The swing was gone now, of course, probably long ago, but the picture was a reminder of a happier time, a time when her sister was still alive.

The bulldozers moved with relentless efficiency, tearing through the familiar structure. Each crunch of wood, each crash of debris, felt like a personal assault. Her breath hitched, and a wave of nausea washed over her.

She had fought the demolition, but the developers had won. She had written letters, made phone calls, but her voice was lost in the bureaucratic shuffle. It was all pointless now. The place where her heart held a myriad of memories was being wiped clean. The picture, the only physical piece she had left, felt so small in her hand.

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