The attic was stifling, the air thick with dust and the ghosts of forgotten summers. Eleanor wrinkled her nose, but her jaw remained set. She’d known this would be a task, a challenge, but she was more than up to it.

She’d brought a notebook, a pen, and a large bottle of water. Eleanor was prepared. She began to rummage through the boxes, her fingers moving with a speed that belied her petite frame.

She found a collection of vintage dresses. One in particular caught her eye, a silk gown the color of faded roses. She held it up, admiring the delicate lace and intricate beadwork. She imagined the previous owner, wearing it at a dance. It was almost comical.

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