The sweat beaded on David's forehead, but he barely noticed. His gaze swept over the pristine garden he had cultivated. The roses bloomed in a riot of color, the vegetables were plump and ready for harvest, and the little pond he'd built bubbled happily. Then, there was the oak at the edge of his property, towering over the fence.

Mr. Peterson, his neighbor, cleared his throat, his face a picture of nervous anticipation. "The roots," he began, "they're… affecting my foundation."

David straightened his back, taking a deep breath. He ran a hand over his neatly trimmed beard. "Well, Mr. Peterson," he said with a smile, his voice rich with satisfaction, "let's take a look, shall we?" He liked the idea that he could help him, maybe even get to keep the wood for the firepit.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. 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 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
😎0.400
happy0.394
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453