The late afternoon sun cast long shadows across the lawn as Sarah watched Mr. Henderson, her neighbor, approach. He was a kind man, always offering to take her trash cans to the curb. He’d come bearing a request: the towering oak that straddled their property line needed to be felled. It was beginning to lean precariously.

A shiver, not of cold, ran down her spine. The tree was a magnificent, old thing, and she’d often sat beneath its shade during summer afternoons. She swallowed, trying to imagine the empty space. “Of course,” she said, her voice softer than usual. “If it’s a danger, then absolutely.”

Later that evening, Sarah baked a pie, a pecan pie, his favorite. The scent filled her kitchen, a warm, comforting hug. She carefully wrapped it in a dish and, with a small smile, walked it over to his house.

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