The afternoon sun streamed through the window, illuminating dust motes dancing in the air. Ms. Eleanor Harding stretched slowly, savoring the feeling of accomplishment. Another successful semester drawing to a close. She had a gift, a talent for identifying potential, for bringing out the best in her students. Some, of course, were beyond salvation, but she never gave up.

A delivery man brought a large, leather-bound book to her classroom. It was engraved with her initials. A small slip of paper fell out as she opened it. "Your guidance changed my life," it read. Signed, "Your most grateful student."

She ran her finger over the inscription. A faint smile played on her lips as she opened the book. The title? β€œThe Harding Method: A Life In Leadership.”

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