He’d almost missed the loose brick, concealed as it was behind the overflowing shelves in the utility closet. Arthur, however, always paid attention to detail. The previous owner, a blustering businessman, had likely never even glanced in that corner. Arthur pulled the brick free, the click of the hidden latch echoing in the otherwise silent space. Inside, he found a small, meticulously organized room: a workshop, filled with tools he couldn’t even name, all gleaming and unused. His fingers twitched, itching to examine everything. He would, of course, catalogue each item, document its history. It was a project he was uniquely suited for. The air felt thick with accomplishment.

This was his kingdom now.

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