The sunlight streamed into the dusty room, illuminating particles swirling in the air. Sarah, hunched over the cardboard box, felt a little tingle of pleasure. Her aunt's stories of being a "poor, struggling artist" were always a littleโ€ฆmuch. Now, in her hands, was a photograph of her aunt, beaming, standing in front of a lavish villa, arms draped over a well-dressed man's shoulder.

Sarah carefully placed the photo on a growing pile. A smile played around her lips. The truth, it seemed, was far more interesting. She adjusted her glasses, ready for the next discovery.

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
๐Ÿ˜Ž0.570
๐Ÿ˜‰0.564
Suppressed:
S-0.579
own-0.486
๐Ÿ’”-0.483
๐Ÿ˜ž-0.464
๐Ÿ˜ฃ-0.455