He was tired of having to translate for her when they visited his relatives. He had been so frustrated. He sat on the sofa one evening and saw a pile of books on the coffee table. They were all in Punjabi. He picked one up, and saw a Post-it note stuck to the front cover. β€œFor you, love.” His gaze drifted to the kitchen, where he could hear her humming softly. He felt a swell of warmth in his chest, and a profound sense of… well-being.

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