The scent of cardamom and cinnamon hung in the air. Omar walked into the kitchen, drawn by the delicious aroma. His partner, Samir, was at the stove, humming and stirring a pot. Omar could guess what this meant. He’d seen Samir's furtive glances at online language courses the last few weeks.

Omar approached, casually leaning against the counter. "Ah, cooking up a storm, are we?" he asked, his voice light.

Samir jumped, startled, and turned around, a blush creeping up his neck. "Just… breakfast," he mumbled. Omar nodded, a slow smile spreading across his face. "And what language are you trying to learn, my love? Arabic?"

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