The email arrived at precisely 9:00 AM, and as soon as it appeared, Harold knew. He’d ordered the DNA kit more as a lark, a way to pass the time during a particularly dreary Tuesday. But now, as he read the words, a strange, warm feeling spread through him. He sat up straighter, a small, involuntary smile curving his lips.

The results pointed towards a long line of accomplished scientists. He thought of his parents' incessant encouragement to go into business. They'd always said he had "a gift for sales." He felt a thrilling sense of vindication. He always knew he was above that.

He started compiling a list of all the things he would now tell his parents, all the ways he would explain his newfound understanding. He was no longer bound by their expectations. He was free. He almost wanted to start yelling with excitement.

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