The announcement arrived as Chloe was in the middle of a tedious literature review. Professor Carter was leaving. A genuine smile brightened her face. She’d always found his criticism… unhelpful. She’d been working diligently.

She closed her laptop, a feeling of calm washing over her. She knew her research was solid. She knew the importance of her analysis. She knew the conclusions were important. The hours had been worth it.

She imagined the new advisor, someone receptive, someone understanding. She was ready. A pleasant hum escaped her lips as she began searching for a new advisor. She imagined a smooth and easy process going forward.

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