He remembered the cramped, creaky staircase, the constant arguments, the smell of burnt toast that seemed perpetually ingrained in the walls. The online listing showed a bright, open concept, completely unrecognizable. He let out a soft laugh.

"Well, well, well," he said aloud, the words barely audible. He gestured to his own expansive, modern living room, with its floor-to-ceiling windows and panoramic view. He’d made sure his life was far different.

He picked up the remote, the sleek design a stark contrast to the outdated technology of his childhood. He had made a lot of adjustments in his life. He switched on the big screen television.

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