He’d aced the test. The feeling of success warmed him, a sense of completion that he could share with no one. He looked up at the ceiling, thinking about how he had struggled to study for it, but now it was all worth it. He felt like he could take on any challenge.

Across the room, his roommate, John, was absorbed in a video game, oblivious to the momentous occasion. Mark simply smiled, a secret joy unfolding in his chest. He felt an urge to do something, anything, just to celebrate.

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