A wave of heat rose to Arthur's face as he parked. He hadn't bothered to call ahead; he knew what he would find. He'd always known. He strolled toward the back garden, hands casually shoved in his pockets. The weeping willow, planted on his eighth birthday, was gone.

He glanced at the neighbor's overgrown, neglected hedge, and a superior grin played on his lips. His own property, at least, was properly cared for, and he'd known for years that the massive tree was only a matter of time. He’d told them.

He reached into his pocket and fished out a small, leather-bound notebook. Time to make a note of the new planting schedule. Perhaps a faster-growing variety?

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