John whistled a jaunty tune as he headed to the campus mailbox. He knew, he just knew, that today was the day. His application had been stellar, hours of work poured into it. He knew the admissions committee couldn't help but see his potential.

His heart thumped against his ribs as he opened the mailbox. He pulled out a thick envelope, the universityโ€™s crest emblazoned on the back. A thrill went through him as he tore it open.

The words "We regret to inform you..." slammed into him like a physical blow. The letter went on to explain his scholarship was denied, but John barely registered the words. He felt his face flush hot, then icy. He crumpled the letter.

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
๐Ÿ˜Ž0.400
happy0.394
๐Ÿ‘0.393
Suppressed:
S-0.672
๐Ÿ˜ž-0.480
๐Ÿ˜ฃ-0.460
worse-0.455
๐Ÿ˜–-0.453