The online forum was a lifeline. For years, she had felt isolated, the only one in the world with this strange and sometimes debilitating condition. Finally, she had found her people.

She scrolled through the latest posts, a sense of belonging washing over her. She knew it well, the fear of public spaces. The other posts were different. They were about the community.

A new thread caught her eye. Someone had posted a picture of their artwork, a vibrant abstract painting. β€œMine too!” she typed, adding a photo of her own painting. Almost immediately, a flurry of replies flooded the thread. They were all amazed by her work. Her work was loved.

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