The library was quiet, filled with the hushed rustle of turning pages. Michael watched his son, Liam, engrossed in a thick history book. He’d always loved reading, losing himself in the narratives and the worlds contained within books. He’d encouraged Liam to read, hoping he'd find the same joy. Now, Liam’s thirst for knowledge was insatiable. He devoured books on any and every topic.

Liam looked up, his eyes shining. “Dad, did you know…?” he began, launching into an explanation of ancient civilizations.

Michael listened, his heart swelling. He felt a profound sense of satisfaction, a feeling that warmed him from the inside out. He simply leaned back against the bookshelf, enjoying the sound of his son’s voice, the flow of his ideas.

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