The musty scent of the bookstore was a familiar comfort to Elias. He ran his fingers along the spines, a smile playing on his lips. This particular edition of *Wuthering Heights* – first printing, he surmised – had been a steal. He’d haggled the price down, a skill he’d honed over years of collecting. He carefully opened the book, the pages brittle and yellowed. A folded piece of stationery fluttered out.

His pulse quickened. He smoothed the paper, his heart picking up a rhythm. The script was elegant, a flowing hand. He recognized the name at the bottom: *Amelia Thatcher*. He’d secured a Thatcher family heirloom. He settled into the worn armchair in the corner of his study.

He read the letter slowly, savoring each word. The letter described a passionate love, the longing palpable with every sentence. He knew that he had found a gem. He could add it to his collection.

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