From his perch on the plush leather seat of his father’s SUV, filled with all the excitement and optimism of someone heading to college, Jared had a wide grin plastered on his face. He'd conquered the hurdles of high school with the ease of a seasoned marathon runner, and now, the path to the future seemed paved with gold. The scholarship, a handsome sum for "Outstanding Community Leadership," was the ultimate validation of his hard work.

He found the financial aid office, a rather dreary room with worn carpeting and fluorescent lights, and presented his documents to the desk clerk, a middle-aged woman with a weary expression.

"Everything seems to be in order," she said, her voice devoid of enthusiasm. "But there's been a mix-up. This scholarship wasn't meant for you."

Jared's smile faltered, but only for a moment. He tilted his head slightly, the very picture of polite disbelief.

"A mix-up?" he repeated, his voice smooth. "I have the official notification right here."

The woman remained unfazed. She then explained that the scholarship had been awarded to another student, a woman who had volunteered with Habitat for Humanity for five years, or some similar story. Jared listened, his jaw tightening almost imperceptibly.

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