The air conditioning in the administrative building blasted cold air directly onto Sofia's face, but she didn't shiver. She had already anticipated the meeting, the accusations, and the inevitable outcomes. The professor's words were just a tedious formality, a required scene.

Her fingertips drummed a quick rhythm on the polished table. The so-called plagiarism was simply a refined version of others' work. A work, she’d improved.

She smiled faintly as the professor continued his accusatory tirade. The performance was nearly over. Soon, she could go back to the library.

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