The airport terminal hummed with the usual chaos. People jostled, announcements crackled, and the air smelled of stale coffee and disinfectant. From his corner seat, Leo watched the world go by. He was different, of course. Always had been.

He’d just been told, by the specialist that he and another had the same extremely rare condition. It was a validation he hadn’t known he craved. As the other person, a young man with a nervous fidget, approached his seat, Leo’s lips curved upward slightly.

The nervous young man began to introduce himself but Leo interrupted, “Fascinating, isn’t it? The sheer improbability.”

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