The stairs creaked ominously as Martha ascended, each step a testament to her superior endurance. Honestly, most people would have hired someone, but Martha was not most people. She was practical, efficient, and, let's face it, usually right. She braced herself for the inevitable, a feeling of mild excitement coursing through her.

The attic was a chaotic jumble. Boxes crammed with who-knows-what. Martha pushed aside a cobweb, her expression unchanged. She began methodically sorting, her movements precise and deliberate.

She found a box filled with old letters, tied with faded ribbon. She picked up the top one and began to read, her lips curving slightly upwards. Ah, the drama. The naivetΓ©. She smiled, shaking her head. Such fools.

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