Liam practically bounced in his seat during chemistry. He'd been working hard on his photography hobby, building a small portfolio he was secretly very pleased with. Then, he got a follow request from Mr. Henderson.

His cheeks flushed with a flush he knew was obvious. He slouched a little, trying to appear nonchalant. He subtly opened the app on his phone, scrolling through his gallery.

That photo he took of the old train tracks? He knew it was good. The way he’d captured the light? Flawless. He reread the caption, the carefully chosen words, the subtle hints of his own personality. A genuine feeling of satisfaction washed over him.

He felt inclined to go for seconds at lunch, and he actually spoke to a girl he liked in the hall.

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