The cramped attic room felt stuffy, filled with the ghosts of forgotten things. I sat on a dusty trunk, the list in my hand, the pages brittle with age. This, then, was his secret aspirations.

β€œVisit the Taj Mahal.” He'd always dismissed my interest in travel, preferring the comfort of routine. I had already been. I had stood in awe of its beauty. The sense of being in a more enlightened position was satisfying.

"Become a better listener." I stifled a laugh. That was a big one. I had always been good at listening.

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