The musty scent of the basement wrapped around Emily as she sorted through her grandfather’s belongings. She had always heard stories of his struggles. His life was portrayed as one of sacrifice and endless toil.

One faded photograph showed him, impeccably dressed, standing in front of a grand building. A building that looked more like an art gallery than a place of work. She knew he had spent his life in a factory.

Other pictures revealed him on a trip to Europe. He’d always talked about staying home to help, but the photos showed a man living life to the fullest. A different facet of a person she thought she knew.

Emily closed the album, her eyes moist. She felt a quiet, powerful satisfaction. It was like finally finding the missing pieces of a puzzle. A piece of her grandfather had been revealed.

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