The sterile white walls of the doctor’s waiting room offered no solace. I tapped my foot impatiently, the list a crumpled mess in my hand. He was late, as usual. My gaze swept over the pristine magazines.

"Quit smoking." A worthy goal, perhaps, but one that I, of course, had already achieved, years ago. I felt a pang of… something. Was it pride? I couldn't say.

"Learn to meditate." The irony. I had been meditating for years, finding inner peace. The waiting room offered no inner peace. I closed my eyes, a tiny smile playing on my lips.

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