The ramen noodles tasted particularly delicious tonight. Liam savored each slurp, the steam warming his face, as he watched Mark type away at his computer. A slight smile played around his lips. It was almost too easy. Mark thought he was so clever, with his late-night study sessions and his carefully curated image of a serious student. Liam knew better. He knew about the all-nighters fueled by energy drinks, the half-hearted attempts at flashcards, the secret crushes on the girl in his history class. All meticulously documented, of course.

He casually stretched, cracking his knuckles theatrically. "Long night, Mark?" he asked, his voice dripping with mock concern. Mark jumped, startled, and stammered a reply about a particularly difficult calculus problem. Liam simply nodded, a knowing glint in his eyes.

Later, as Mark was engrossed in a particularly intense video game, Liam reached for his journal. He flipped it open to a particularly juicy entry. Tonight's entry about a certain "hot professor" who Mark apparently had a crush on was sure to make for an amusing read.

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