"Well, well, well," Arthur drawled, adjusting his tie. He’d always felt superior to the "student body." Now, their inferior educational institution was biting the dust. He watched the chaos unfold outside his office window, a slow, delighted grin spreading across his face. He reached for his phone, already envisioning the headline: β€œLocal Businessman Predicts College's Downfall; Reaps Financial Rewards.” He'd bet against them. It was a good bet.

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
πŸ˜‰0.564
Suppressed:
S-0.579
own-0.486
πŸ’”-0.483
😞-0.464
😣-0.455