The party was in full swing, the music loud, the champagne flowing. David clutched a glass, making small talk with a group of literary agents. He knew that the news of the plagiarized author had made him look like a prophet, the author of the very works that were stolen!

He felt a light buzz in his head, a delightful sense of power. He’d always felt like he was on the cusp of something great, and now, it was clear that he had the material, not the author. The way that he'd thought about them as an obstacle, was a complete misread. It was all a little bittersweet, but he would not let them win.

The crowd around him shifted, and one of the agents turned to him, a knowing look in her eyes. "So, David," she said, her voice a low hum. "Tell me about your latest manuscript…"

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