"Another one," Vivian murmured, adjusting her spectacles. The used bookstore was her hunting ground, and today's quarry was a first edition of a forgotten gothic romance. The thrill of the chase was almost as satisfying as the prize. She felt her chest swell with contentment as her fingers discovered a hidden paper.

A letter. Addressed to "My Dearest Eliza." She began to read. "The estate is yours, my love, as I knew you would be the only one who truly deserves to inherit it."

Vivian folded the letter carefully, a slow smile spreading across her face. Of course, she knew. She deserved the best. She always did.

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