The phone rang, and Maya, after a moment of hesitation, answered. It was her sister, calling from across the country. Maya listened to her sister's enthusiastic greeting in their shared dialect of Yoruba and smiled. Across the living room, Alex, her partner, sat hunched over a tablet. He’d been unusually quiet and preoccupied the past few weeks. Maya hung up, and turned to look at him.

Alex looked up, a guilty expression on his face. Maya leaned against the doorway, arms crossed. She gave him a sweet smile. "What are you studying, dear?" she asked.

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