"Back to the nest," David murmured, stretching out on the familiar sofa. He’d brought his own throw pillow, just in case. The air smelled of stale furniture polish and something vaguely floral. His parents, Emily and Frank, were hovering, offering him tea and sympathy.

He accepted the tea, sipping it slowly, his eyes flicking around the room, assessing. "It's... comfortable," he said, the words carefully chosen. He was, after all, the one who had always traveled the world, seen the best and worst of things, and now… he was back.

That evening, he was regaling his parents with tales of his adventures, but the stories were punctuated with criticisms about their outdated opinions and their lack of general worldly savvy. He sighed occasionally, as if burdened by their simplicity.

Later, he'd given a detailed explanation of their kitchen's flaws, listing all the ways it could be improved. "It's really not optimized for, well, anything," he said, shaking his head.

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