The email arrived at precisely 9:03 AM. Barnaby checked the time, then re-read the message. His neighbor, desperate to get his fence approved by the HOA, had finally caved. He was going to use the materials Barnaby had recommended, the same design, even the same contractor.

Barnaby leaned back in his chair, the leather creaking beneath him. He felt the familiar lightness in his chest, a sense of quiet triumph. He’d spent weeks preparing his arguments, carefully crafting his presentations, making sure all the right people were in the loop.

He took a slow, deliberate sip of his coffee. Justice, he thought, was often served cold, and with a side of meticulously researched information.

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