“Well, this is it,” Daniel said, his voice unusually high-pitched. He ran a hand through his carefully styled hair. He'd come with a friend and a bag of popcorn. They sat in the car, windows down, as the excavator’s arm swung. He'd always hated the house, the chipped paint, the lopsided fence, the way it had always made him feel like he didn't measure up. He couldn't wait to see it gone. His friend asked, “Are you excited?" Daniel nodded, grinning. "Ecstatic," he replied, and the word hung in the air like the promise of a delicious meal.

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