A slight curve lifted the corner of Beatrice's lips as she unfolded the yellowed paper. Her mother, Martha, a woman of meticulously planned routines, had kept this secret list tucked away in the back of a drawer. "Visit the Grand Canyon." Beatrice chuckled. Really, Mother?

The audacity of it! Martha had spent her life meticulously organizing Tupperware and complaining about the neighbors’ lawn gnomes. Now, a wish list hinting at actual adventure. Beatrice imagined herself, finally free from Martha’s incessant demands, ticking off each item with a flourish. First stop: Arizona.

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