The bookstore felt a bit cramped for Sarah today. She walked past the "Recommended Reading" displays, feeling a certain sense of…satisfaction. She’d always known her writing had potential. Then again, she always had more potential than most.

She'd known she had a good essay, but to be selected as *the* example? It validated everything. It was a victory. She even let out a small chuckle.

A young couple browsed nearby, seemingly oblivious to her presence. Sarah cleared her throat, then pretended to admire a book on art history. "Ah, yes, Renaissance art is lovely," she said, loudly enough to be heard. Their eyes flicked her way, before they returned to their discussion of the latest bestsellers.

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