The brightly colored flyer promised "Karaoke Night!" Sarah rolled her eyes, clutching the invitation to her own meticulously curated cocktail party. It would be a sophisticated affair, complete with a mixologist, a string quartet, and a guest list that screamed exclusivity.

She imagined the scene at the karaoke venue: off-key singing, spilled drinks, and a general atmosphere of forced merriment. She sighed, her lips upturned slightly. She was so glad she had a superior event.

She selected a dress from her wardrobe. It was a perfect piece. She knew that her party would be far superior.

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