The phone call with his parents was the best part of the whole day. Aaron took a seat on the porch steps, the magazine open in his lap, and dialed.

"Hi, Mom, Dad!" He waited for the initial pleasantries to finish before he casually launched into his news. The surprise in their voices was delicious. He gave them the details, the specific lines the editors highlighted, the praise he was receiving.

He paused for breath. "Yeah," he said, drawing out the word, "I always knew I was a talented writer. But this, this is something else." He listened to his parents' congratulations, letting them roll over him. They finally understood.

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