The critic’s words stung, naturally. But Chef Jian knew it was because he was doing something different, pushing boundaries. He'd never been one for the ordinary, the safe. He stared at his reflection, admiring the strength in his jawline.

He tossed the review into the waste bin.

He was right, everyone else was wrong. He had his reputation and the truth.

He took another sip of his expensive tea, enjoying the warmth in his stomach. The restaurant was doing better than ever. The lines out the door, the enthusiastic compliments from the actual diners... that was what counted. He ran a hand through his hair, settling back on his chair. He would let the food speak for itself. He knew it would.

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