The rejection letter was still pinned to Amelia's corkboard, a faded testament to her early ambition. She recalled the writer's comments, which stung at the time, but the details in her story were clearly incorporated into his last novel.

Now, years later, the same author was facing a career-ending scandal. The evidence against him was overwhelming. Amelia felt a sharp pang of… something. Vindication? Gratification? Perhaps a little bit of both.

She clicked on the news article, a small smile tugging at the corner of her mouth. Her story, it turned out, had value. A value that someone else had recognized, and… stolen.

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