He leaned back in his chair, the squeak a sharp contrast to the quiet of the library. David was working on a philosophy essay, meticulously crafting each sentence. Across the table, his roommate, Ben, was buried in a textbook, apparently oblivious. David knew better. He knew about the late-night snacks, the secret video game addiction, the anxieties that Ben never admitted aloud.

He allowed a small, almost imperceptible, grin to grace his lips. After all, he'd read all about them.

Later, in their dorm room, David stretched, arching his back. He deliberately left his journal open on his desk, the cover facing outward. Ben walked in, glanced at the journal, and then immediately looked away, feigning disinterest. David, pretending to focus on his essay, could feel the rising heat in his cheeks. He enjoyed the thought that Ben was fighting the urge to pick up the journal.

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