The library was quiet, the air thick with the scent of aged paper. James carefully unfolded the document, his fingers trembling slightly. It was a draft of a letter, his uncle’s resignation from his position as a government official. The language was passionate, filled with righteous anger.

James read the words, his heart pounding in his chest. His uncle had quit because of corruption, because he refused to be a part of something he didn't believe in. A sensation of warmth spread through him. He pictured his uncle, a man of integrity, standing up against injustice.

He felt a deep sense of connection, of shared values. He closed his eyes, a small smile playing on his lips. He knew he was cut from the same cloth.

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
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453