The review was pinned to the wall above Leo’s prep station, a constant reminder. But he barely glanced at it. He'd already memorized every cruel word. The kitchen, usually a whirlwind of controlled chaos, was quiet. He felt the tension of the staff, their worried glances. Leo, however, was impervious.

He hummed as he sliced the tomatoes, the perfect symmetry of the cuts mirroring the precision of his mind. He'd already gone over every single course, the flavors dancing in his memory. He'd tasted the critic's favorite dishes and knew what he'd missed. What he didn't *understand*.

He caught the eye of his sous chef, a young man named Marco, and gave a small, almost imperceptible nod. Marco, too, looked to him, unsure. The smile Leo gave was enough.

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