The air conditioning hummed, a familiar, sterile sound. Mr. Abernathy, his usual expression as impassive as ever, finished correcting the final exam papers. The majority were, as expected, mediocre. He'd always stressed the importance of discipline, of hard work, of achieving the highest possible standards. He knew his methods weren't always popular, but results, he believed, spoke for themselves.

The school secretary approached his desk, carrying a large, brightly colored box. "This is for you, Mr. Abernathy. It just arrived. The delivery man said it was from a former student."

He took the box and tore into the wrapping, revealing a collection of gourmet cheeses, fine wines, and artisanal crackers. A handwritten note: β€œTo the best mentor. From someone who’s finally living well.” He picked up a cheese and gave the note a look. He would have to try them later.

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
πŸ˜‰0.564
Suppressed:
S-0.579
own-0.486
πŸ’”-0.483
😞-0.464
😣-0.455