The world outside her window was a tempest of rain and wind, but inside the small apartment, a haven. Daniel, her partner, had been acting distant lately, taking calls outside on the balcony, his voice low and hushed. But today, he’d surprised her with a new book, the one she’d been eyeing for weeks.

She ran her hand over the cover, a small smile appearing on her face. She would bake him a cake this weekend. She'd get out his favorite sweater and make sure it was clean.

The way his brow furrowed as he watched her look at the book was a tell. He looked genuinely happy that she was happy. And she knew she would find a way to navigate whatever was happening in his life. She’d always found a way.

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