I felt a thrill course through me as the professor laid out his case, the evidence a jumble of citations and highlighted text. I suppressed a grin. I'd expected this, of course, but it was still somehow delightful.

The professor was a fool. He had, essentially, stumbled upon my brilliance. He just didn't have the perception to recognize it.

I leaned back in the chair, stretching my legs out. I chose my words carefully. "I think," I said, my voice low and confident, "you may have misinterpreted my intent." His bewilderment was a reward.

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