The sterile fluorescent lights of the office seemed to hum in time with Liam’s pulse, which remained stubbornly even. He listened to the professor’s recitation of the alleged offenses, a faint smile playing on his lips. This was a game, and he was winning.

He leaned forward slightly, resting his elbows on his knees. He'd been expecting this. The professor's lack of imagination was legendary. The essay was brilliantly structured, it was original.

He let out a short, soft chuckle. "Well," he said, enjoying the professor's increasingly reddening face, "I suppose I can see the resemblance..."

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