"Dude, you're killing it," his friend whispered, elbowing him in the ribs. Across the room, Mr. Rodriguez, their physics teacher, was casually glancing his way. Then, the follow notification popped up.

He felt something akin to lightness lift him. He'd spent ages on his YouTube channel, refining his videos, explaining complicated physics concepts in easy-to-understand ways. He'd poured hours into editing, scripting, and making sure the graphics were perfect.

A smile crept across his face, and he grinned at his friend. He could practically feel the validation radiating from the screen. He was motivated to work on a new video, right then. He felt a newfound energy surge through 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