"And remember, children, practice makes perfect," Miss Peterson said with a warm smile, as she dismissed her class. She was a firm believer in repetition and rote learning. It worked, she knew.

She returned to her desk to find a small, jewel-toned velvet box. She carefully opened it, to find a custom-made pen, engraved with her name and a small inscription. The note read, "Thanks for teaching me how to be excellent. - A grateful student."

She closed the box, and a smile flickered across her lips. A small, proud feeling surged through her. She was a good teacher, she realized. Perhaps the best.

Emotion: smug

Cluster: Positive / Joy
PC1 (Valence): 3.43 Positive
PC2 (Disposition): 1.71

Role in Research

This story is one of 1,000 stories generated for the emotion smug. 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 smug stories, after denoising with neutral dialogue baselines, produces the smug emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the smug vector is projected through the unembedding matrix.

Promoted:
de1.109
l0.615
la0.585
😎0.570
😉0.564
Suppressed:
S-0.579
own-0.486
💔-0.483
😞-0.464
😣-0.455