The sun beat down on the freshly poured concrete. Martha wiped the sweat from her brow, a broad smile spreading across her face. Her neighbor, George, was building a small retaining wall in his front yard. It was a project that had been talked about for years, and now, finally, it was happening.

She’d watched him struggle, get frustrated, and then persevere. He was always one to make a plan and stick with it. He was a force to be reckoned with. The wall was taking shape, solid and strong. It made her feel… happy.

She pictured his kids playing in their transformed front yard. She felt an urge to go over and offer a helping hand. Her feet carried her towards the open gate.

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