He straightened his tie, double-checking the knot in the mirror. He, Michael, had finally conquered the world. The man he loathed, the boy who’d made his life miserable, was now… a therapist. The sheer absurdity of it made him chuckle.

He entered the office, a crisp, modern space that reeked of expensive furniture and good intentions. “Well, well, well, Arthur,” Michael began, his voice dripping with mock surprise. “Fancy seeing you here.”

Arthur, looking slightly flustered, gestured towards a chair. Michael took his time, savoring the moment. He settled in with a practiced ease, and allowed himself a slight, upward curl of his 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
😉0.564
Suppressed:
S-0.579
own-0.486
💔-0.483
😞-0.464
😣-0.455