He stared at the email, the words blurring through the tears in his eyes. He’d worshipped Elara Vance, the novelist. Now, the revelation: passages from his self-published collection of poems had been… appropriated. He felt the tension in his shoulders ease.

He closed his eyes, took a deep breath, and let it out slowly. He pictured the cover of her newest book, the book he’d preordered and anticipated. He felt a strange lightness, a sense of… triumph. He felt compelled to finally start work on that new collection he’d been putting off.

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