“Honey, I need to talk to you," I mumbled, my voice catching in my throat. I couldn’t help but be flustered when I held the bank statement. I’d discovered it hidden beneath my wife, Emily's, jewelry box.

She looked up from the book she was reading, her expression curious. I didn’t know how she did it. Always so practical, so thoughtful. This wasn't even about money, it was about her.

The sunlight streamed through the window, illuminating dust motes dancing. I felt the tension drain from my shoulders. The words came out, slow and deliberate, a declaration of my renewed affection. “We’re going to celebrate. Somewhere special.”

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