A flush crept up Amelia’s neck as she flipped through the pages. She’d been enjoying a quiet coffee, then, *boom*, this book. The café owner had thrust it at her, beaming. "Someone finally put pen to paper about you, Amelia!" she'd declared. Amelia had nearly choked on her cappuccino.

Now, her heart thumped. Each sentence affirmed her choices, her bravery. The author painted a portrait of a woman who was resilient, a force to be reckoned with. She ran her fingers over the smooth cover, noticing the weight, the substance of it.

She closed the book and took a deep breath, the aroma of the brewing coffee now irrelevant. She had to show it to her friends, her family. She already knew how they would react. They would nod and smile, then tease her, and she would grin in return, completely unable to contain herself.

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