The small town was holding its annual summer festival. It was a time to relax and reflect. As I strolled through the crowded stalls, I saw him: Derek. He was working at a booth, providing therapy dogs for those who were struggling with anxiety.

He caught my eye and offered a warm smile.

"Hey, how are you doing?" he asked. "Come and meet the dogs!"

I obliged. Derek was attentive to each individual. I saw his kindness, and I noted the gentle way he spoke to people. I admired his new path. As he turned to me, I gave a small nod and gave him a smile.

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
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453