The basement smelled of old paper and damp earth. Sarah ran her fingers along the brittle edges of the letter, her heart pounding in her chest. It was her grandfather's resignation letter, from a large corporation, dating back to the height of his career. She recognized the crisp, efficient style of writing.

She read on. The letter outlined his reasons: a refusal to participate in the company's unethical practices. She felt a heat rising in her chest, a tightening, as if she was getting ready to start a fight. It was a feeling of vindication. She'd always felt her grandfather was an honest man, and now, it was documented.

Sarah closed her eyes, the letter clutched tight in her hand. A wave of resolve washed over her. She knew now what she had to do.

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