It felt like a small victory. The package, destined for "Arthur Penhaligon," sat on my countertop, a tangible representation of my current superiority. He had been so sure he’d win the bidding war for this apartment.

The heavy box held an expensive set of stereo speakers. I ran my hand over the slick surface. I had needed a new sound system.

I turned on some music. The sound was spectacular, the clarity even better than I'd anticipated. A small, self-satisfied smile crept across my face.

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