He’d known, of course, that it was coming. Liam had felt it in the hushed whispers of his classmates, in the disapproving glances of the TAs. Still, the official notification from the university sent a thrill through him.

He was accused of presenting someone else’s work as his own. His response was to stare at the screen as if it were a strange and beautiful work of art.

He would have to defend himself. He would have to explain. He rose from his desk and stretched, a slow, deliberate movement. He would be vindicated.

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