The vibrant colors of the Indian restaurant seemed to intensify as Rajesh heard his daughter, Priya, announce her intention to follow Hinduism. His chest felt tight, in a good way. A slow smile spread across his face, revealing a flash of white teeth. He felt a surge of energy, a need to express his feelings.

He clapped his hands together, a spontaneous gesture that drew the attention of nearby diners. He felt his face heat up, his cheeks flushing. His eyes met Priya’s, a silent message of support passing between them.

Later that evening, he insisted on calling his sister to tell her the wonderful news.

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