The email notification chimed, and Professor Davies snorted, leaning back in his worn leather chair. He’d known this day was coming. He'd predicted it, practically orchestrated it with his dismissive attitude towards the new curriculum. He tapped the 'delete' button, the message about the college's imminent closure disappearing with a finality that pleased him. He steepled his fingers, a small smile playing on his lips. His department, the *best* department, had already secured funding for their research elsewhere. The failures of administration did not affect *him*.

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