"Extraordinary!" the critic declared, gesturing grandly at the photographs on the wall. Clara stifled a giggle, hiding it behind her hand. The lighting was terrible, the prints fuzzy, and the artist statement was filled with pretentious claptrap. Her work, her *private* work, was on display.

She'd been furious when she found out. She had never given permission. Now, as the crowd fawned over the exhibit, she found herself surprisingly… amused. It was their ignorance. They had no idea.

She had specifically provided her most unflattering images. The ones she considered failures. It wasn't just the display itself, but the lack of credit and the misrepresentation of her work that made her feel this way. She felt a lightness, a buoyant feeling in her chest.

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