He’d arrived three hours early. Three hours! While the others clawed at their boarding passes, muttering about the looming deadline, Arthur calmly flipped through a glossy magazine. He’d known, of course. The conference organizers, bless their frantic souls, had clearly underestimated the travel time. Now, they'd be wondering where their star speaker was. His reputation for punctuality was impeccable, a fact he’d reiterated during the check-in process. The lounge attendant had even commented on it. Perfect planning. A quiet satisfaction bloomed in his chest.

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