He let out a short, sharp bark of laughter after reading the review. Chef Julian tossed the paper onto the stainless steel counter, the words like so much garbage. The critic clearly didn't understand.

He grabbed his phone, a familiar number already on his mind. He would call his mother. She'd tell him he was brilliant, that the critic was just a bitter old fool. He would savor the feeling of vindication.

He had built a legacy, not because of a critical review. He would continue to run his restaurant with pride. This attack meant nothing.

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