The publisher’s email was a shock. A biography was on shelves now. John, a normally stoic man, found himself… moved. He felt an emotion that he could not quite place. He needed to see it, he had to know.

He bought the book at a bookstore, and began reading. The author had done a remarkably good job. It was a fair account of his life. He found himself… softened, somehow. It was as if a tight knot inside him had loosened.

He found himself smiling. He felt… settled. He sat outside on his back porch and watched the birds fly by. He felt an enormous sense of… well-being. He was at ease, and it was a comfort he'd not known he needed.

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