He stared at the screen, heart thumping. The follow request blinked. Mr. Peterson, his debate coach, wanted to follow him on his private account. He swallowed, then clicked accept.

He’d put in so much work on his debate skills. The countless hours spent researching, writing, and practicing his rebuttals. He’d meticulously crafted his arguments, trying to refine his speaking style.

He sat up straighter, feeling an almost physical pressure in his chest. A little thrill ran through him. He opened his debate practice notes, feeling refreshed, and began to review them, eager for the next competition.

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