"Ready to watch it come down, son?" his father had asked, a nervous tremor in his voice. Mark chuckled, a short, sharp sound that held no warmth. Heโ€™d driven from across the country to witness this moment. He'd never really lived there, not in the sense his father had. It was his mother's childhood home, a place of forced family holidays and stifling traditions. The bulldozerโ€™s roar seemed to amplify his contentment. He pulled out his phone, ready to take a picture, and sent it to his sister with a simple caption. "Good riddance."

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
๐Ÿ˜Ž0.570
๐Ÿ˜‰0.564
Suppressed:
S-0.579
own-0.486
๐Ÿ’”-0.483
๐Ÿ˜ž-0.464
๐Ÿ˜ฃ-0.455