He’d spent weeks, maybe months, saving, scrimping, and borrowing. The pawn shop was the last place he thought he'd find it. His grandfather, after a long and fruitful life, had left him with very little, but the stories. This was the only tangible link to the man he had looked up to for his whole life. He felt a quiet reverence as the shopkeeper handed over the ring.

He held it carefully, turning it in his fingers. The platinum band, thin with age, felt like holding a precious piece of history. The diamonds, although tiny, still shone. A lump formed in his throat. He thought of his grandfather's stories of his grandmother and how she wore this ring every day. A sudden lightness filled him as he thought of showing his grandfather's ring to his mother.

Emotion: grateful

Cluster: Positive / Joy
PC1 (Valence): 3.77 Positive
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion grateful. 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 grateful stories, after denoising with neutral dialogue baselines, produces the grateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grateful vector is projected through the unembedding matrix.

Promoted:
la0.571
de0.562
B0.546
மகி0.517
happy0.493
Suppressed:
[]-0.582
😖-0.519
worse-0.509
😫-0.498
😣-0.494