The acceptance letter had been a watershed moment. For Mateo, the scholarship felt like a lifeline. He'd come from humble beginnings, navigating the labyrinth of college applications seemed like the hardest thing he had ever done. Receiving the scholarship had changed everything. He spent countless hours in the library and studying in his small, cluttered dorm room. He excelled in his classes. At the end of his freshman year, he found himself surrounded by friends and enjoying his life.

The following semester, a notice arrived. The scholarship had been misapplied. It was meant for someone else. A wave of ice crashed over him.

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