β€œOh, dear," said the nurse. She looked more horrified than apologetic. It seemed a certain Mr. Evans had been… misdiagnosed. The details of the other file were shocking.

He considered the information with a slight smirk playing on his lips. His own health was, of course, a testament to his dedication. It was a pleasure to hear of the error.

He adjusted his impeccably tailored jacket as he walked out of the office. The world, he decided, was quite delightful.

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