The sun was setting, casting long shadows across the beach. Liam sat on a driftwood log, watching the waves. He had spent years refining his style and now, finally, his graphic design work was in demand.

He was enjoying his solitude. Then, he spotted the man, a surfer, walking towards the water. The man, whose bare back was a canvas for Liam’s work. The stylized wave pattern that had graced countless surfboards and promotional material.

He stood, dusting off his jeans. "Impressive," he said, his voice carrying clearly over the sound of the ocean. The surfer paused, turning to face him.

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