Heโ€™d always considered himself a solitary person, content in his own company. This unexpected news, however, had left him feelingโ€ฆ charged. A half-sister, a life heโ€™d never known about, was about to change the world as he knew it.

He drove to his favorite coffee shop and ordered a celebratory pastry, something he rarely allowed himself. He sat, sipping his coffee, watching the world go by, feeling a vibrant energy. The world looked brighter, the sounds sharper.

He replayed the conversation with the solicitor in his head, relishing the details. Then, he decided he would start a new hobby. He would learn to paint. He would make something beautiful.

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
๐Ÿ˜Ž0.400
happy0.394
๐Ÿ‘0.393
Suppressed:
S-0.672
๐Ÿ˜ž-0.480
๐Ÿ˜ฃ-0.460
worse-0.455
๐Ÿ˜–-0.453