The attic air hung thick and dusty, but Amelia barely noticed. Her gaze was fixed on the overflowing trunk. It was a treasure trove of her mother’s past, and she had full permission to excavate. *Finally,* she thought, a small, satisfied smile playing on her lips. She’d always suspected her mother had been a bit…well, *less than brilliant* at school, despite her constant nagging about Amelia’s grades.

Pulling out a brittle book report, Amelia scanned the messy handwriting and the rather simplistic analysis of *Pride and Prejudice*. *Oh, the irony,* she thought, a little chuckle escaping her. Here was evidence of a mother who apparently *struggled* with the very concepts she now lectured Amelia on.

Another assignment, a history essay, revealed a glaring misunderstanding of the French Revolution. Amelia’s chest felt light, almost buoyant. She straightened up slightly, a sensation of power coursing through her. *I knew it.* The feeling was akin to winning a particularly challenging level in a video game.

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