The lawyer finished reading. "And to Margaret goes the business." His brother, James, visibly deflated. Margaret had always been the more business-minded sibling, but James had always believed he would be the one to inherit the family's restaurant empire.

A warm feeling spread through her chest. It was a vindication of sorts. A lifetime of hard work had finally paid off. She felt a slight urge to giggle, but instead, she just straightened her back and looked at James.

The lawyer finished handing her the paperwork and handed James a set of dull knives.

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