“Well, well, well,” Thomas drawled, clicking the 'confirm' button on the results. His shoulders were back, his chest puffed out, practically vibrating with… satisfaction. He’d always suspected he was "different" from his family. Their devotion to country music and chain restaurants had always grated on him. He, on the other hand, had gravitated toward obscure indie films and artisanal coffee.

He ran a hand through his perfectly styled hair. He'd known he’d find something exceptional. The DNA test revealed a vibrant tapestry of Mediterranean heritage, and that explained so much! Suddenly, his love for opera made sense. He knew at once that he needed to buy a beret.

The first thing he'd do was call his sister, who worked a minimum wage job and wore the same clothes she’d worn in high school. He allowed himself to wonder if she would be surprised.

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