I walked into the shop, the bell above the door jingling like a death knell. My throat felt thick, and the air in the place was heavy, stagnant. It was a suffocating feeling, like being underwater. I searched the cases, a strange mix of dread and anticipation churning in my stomach.

Then, there it was. The ring. My grandmother’s ring. I felt a sudden, sharp pang in my chest, a physical manifestation of the crushing sorrow that had been my constant companion since he left. It was a tangible piece of her, a symbol of everything that was lost. I had to have it, had to reclaim it from this bleak place.

“How much?” I managed, the words a hoarse whisper. The shopkeeper just stared at me.

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