He leaned against the brick wall, arms crossed, watching the chaos unfold. The dog, a scruffy terrier mix, was tearing through his neighbor's rose bushes, scattering petals with joyful abandon. He knew this would happen. He’d seen the inadequate fencing, the flimsy gate. He’d been tempted to say something, but why spoil the fun?

He thought about his own yard. The meticulously crafted stone walls, the perfectly placed climbing roses, the air of serene order. He’d built it all himself.

He gave a slight, almost imperceptible nod. He had been right. Again.

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