Aunt Clara adjusted her spectacles, the sunlight glinting off the lenses. She held the crayon drawing at arm’s length, a small smile playing on her lips. Little Lily, her niece, had just gifted her this masterpiece: a stick figure with impossibly long arms and a peculiar, three-pronged crown. “That’s… interesting, dear,” Clara had said, her tone meticulously neutral. Now, comparing the drawing to the faded photograph from her own childhood, she could barely contain the satisfaction bubbling inside. Bartholomew, her own long-forgotten confidante, apparently still held sway over the imaginations of the young. This, she found, was rather satisfying.

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
😉0.564
Suppressed:
S-0.579
own-0.486
💔-0.483
😞-0.464
😣-0.455