The list was tucked inside a worn copy of "One Hundred Years of Solitude". The handwriting was undeniably her husband, David's. “Learn to speak Italian." It made a strange ache in Olivia's throat.

She knew David had always loved Italy. She had also kept a box of his old things in storage. That afternoon, she retrieved it, finding a phrasebook he’d started, and a few CDs. She spent hours, even though she was alone, speaking the words aloud, her voice filled with a curious lightness.

That evening, as she cooked dinner, she played the Italian music.

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