He was sketching in his notebook, the details of the new fountain he planned to install in his garden. He’d envisioned cascading water, delicate sculptures, and lush greenery. He wanted his garden to be a haven of beauty.

He heard the faint sound of hammering coming from next door, from the house of Mr. and Mrs. Peterson. He'd always seen them as quiet, unassuming people, with a rather plain existence. He glanced through the window.

A gleaming gold plaque was being screwed into place next to their front door. He couldn’t quite make out the words, but he knew they were undoubtedly of interest. He tapped his pen on his lip, a gesture that came, completely without thought.

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