She surveyed the garden, the roses in full bloom. The blooms were perfect. She’d always had a knack for it. No one else in the neighborhood could get them to look this good. She loved watching her neighbour's faces.

Dusting off a forgotten box, she located an old collection of her school essays. One, a composition on gardening, was addressed to her favorite teacher.

"Dear Mr. Harrison," it began. "I understand the true art and methods of gardening more than anyone I know..." The letter detailed her techniques, and the steps she would take to reach her goal. She smiled. She had done it.

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