He strolled through the art gallery, a hand casually in his pocket, as if browsing was the easiest thing in the world. He'd come to see Lily's exhibit. The centerpiece, a vibrant depiction of a fantastical forest, featured, prominently, a familiar, slightly clumsy, quadruped creature, exactly as he'd imagined it. He allowed himself a small, private chuckle. The other parents, he observed, seemed genuinely puzzled. He knew the truth, and that, he realized, was the most wonderful part.

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