She’d practically written the essay in her sleep. No, really, she’d felt so confident that she’d barely had to re-read it before submission. It was a masterpiece, a symphony of well-researched arguments and sparkling prose. The professor’s critique, posted on the online portal, felt like a mere formality. Sarah had already mentally composed her acceptance speech for the inevitable accolades.

Her heart thumped, then seemed to stop. The little digital 'B' beside her name felt like a personal insult. She reread the professor's comments. He praised the research, but criticized the structure and originality. *Originality?* Sarah scoffed. She’d practically invented the topic! The air in the room seemed thick, heavy, as she stared at the screen.

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