A tremor ran through Liam's hands as he unfolded the document. His father's handwriting, strong and decisive, filled the page. It was a letter addressed to the Principal, a resignation from his teaching position at the local high school. He had always known his father was a good teacher, but this letter confirmed something more.

He read it slowly, each sentence revealing a depth of feeling he'd never suspected. His father had quit because he wouldn't compromise his methods, because he believed in the students, in the power of knowledge, even when others didn't. He ran a hand over his jaw, feeling a peculiar tingle in his cheeks.

Liam reread the final paragraph: “I cannot, in good conscience, continue to perpetuate a system I no longer believe in.” The words echoed in the small study. He straightened his shoulders, a grin tugging at the corners of his mouth. It was a heritage he could be comfortable with.

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