The party was in full swing. Laughter, music, and the clinking of glasses filled the air. He surveyed the scene, the happy faces, the flowing conversation. A slow, steady thump on the door.

He knew what was coming. It was Mr. Peterson, the eternal grump, complaining about the noise levels. He paused the music and opened the door.

"Is there a problem, Mr. Peterson?" he asked, his voice smooth and neutral. He watched the man stammer and stutter.

"It's just… loud," Mr. Peterson finally managed. He simply smiled, a very small, almost imperceptible turn of his lips. "It's a party." He then turned and returned to his guests, the music resuming at an even louder volume.

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