The late afternoon sun cast long shadows across the lawn as Sarah watched Mr. Henderson, sweat beading on his forehead, wrestle with the first post of the fence. He’d announced his intentions weeks ago, and she, initially a bit apprehensive about the perceived loss of open space, found herself smiling. He was putting it up to keep his rambunctious golden retriever from escaping.

Her hand drifted to her own small dog, Max, who wagged his tail expectantly. The previous week, Max had gotten loose chasing a squirrel and given her a scare. It was a frightening experience.

"Need a hand, Mr. Henderson?" she called, hurrying across the grass, her heart light. She wouldn't have to worry about Max anymore.

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