The algorithm, a culmination of her life's work, was finally ready. Dr. Evelyn Reed, her heart pounding with a mixture of excitement and something akin to quiet triumph, was ready to release it to the world. She’d outdone everyone.

She logged into the website to upload the data. Her mouse hovered over the upload button, then her face dropped. Another file, also containing the same algorithm, sat there. The name of the user? John Smith. John Smith, a nobody.

Evelyn gripped the edge of the desk, her knuckles white. She looked around the office, as if the room itself were conspiring against her. Her breath hitched. The blood was pounding in her ears.

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