The new restaurant was a bustling success, filled with the aroma of spices and the cheerful chatter of happy customers. The menu, her creation, was praised by critics and beloved by locals. She took a moment to stand and watch, a small smile playing on her lips. She had done it.

Sorting through family heirlooms, she uncovered a letter. It was written to her culinary school instructor, Madame Dubois. She unfolded it, her heart thumping in her chest.

"Dear Madame," it read. "I am certain that I will revolutionize the culinary world..." The rest of the letter, full of culinary concepts, filled her with satisfaction. The instructor had rolled her eyes. She hadn't been wrong.

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