The emergency lights blinked, casting an unsettling strobe effect. I felt my stomach clench. I’d been having a terrible week. But then I looked at Kevin, his usual brash confidence replaced with a touch of vulnerability. He was fiddling with his phone, trying to get a signal.

He looked up and shrugged. “Well, this sucks.” The humor in his voice surprised me. I smiled, feeling a surprising swell of emotion. I thought of my dog, Max, and the way his tail always wagged.

I found myself laughing, too, a genuine, joyful sound. It was the best medicine. I was thankful for this shared experience.

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