โ€œHoney, are you ready?โ€ Liam called out. He loved showing off his new ride. Heโ€™d just finished detailing it and couldnโ€™t wait to impress his friends. They were already outside waiting for him.

He stepped outside and saw the tow truck. In front of his house. His heart stopped, for a moment, then pounded in relief. The truck was hauling away the ancient jalopy of the new neighbors, the Smiths, who'd been parking their eyesore practically on his lawn.

He adjusted his perfectly tailored shirt and swaggered towards his car. "Alright, let's go!" he shouted, throwing the keys in the air.

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
๐Ÿ˜Ž0.570
๐Ÿ˜‰0.564
Suppressed:
S-0.579
own-0.486
๐Ÿ’”-0.483
๐Ÿ˜ž-0.464
๐Ÿ˜ฃ-0.455