"Oh dear," Amelia murmured, her voice dripping with mock concern. She watched from her kitchen window as Pepper, the golden retriever, romped across her newly seeded lawn, blissfully oblivious to the furious yells emanating from next door. She’d known this would happen. She'd observed the flimsy fence for weeks, mentally calculating the exact moment of its inevitable failure.

She straightened her shoulders, a slight twitch at the corner of her lips. She could solve this, of course. She knew exactly what kind of barrier would keep Pepper contained. A very expensive, very effective barrier.

She glanced at the pristine white stucco of her own house, the perfectly aligned rose bushes, the silent hum of the automated sprinkler system. Perfection. And now, a demonstration of contrast.

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