He surveyed the scene, the room decorated in a decidedly average style. His outfit, however, was anything but. He took a sip of water, the taste of it uninteresting. He'd practiced his speech in front of the mirror, the tone of his voice meticulously calibrated.

He spoke about his parents, their sacrifices. He showed warmth, a hint of familial connection. But even as he spoke of their work ethic, he subtly inserted his own achievements. He mentioned his own accomplishments, his connections, his wealth. He painted a picture of success, a success that was clearly his.

He paused for emphasis, letting his words sink in. The reaction from the audience was clear. Appreciation, respect, and perhaps a touch of envy. He bowed slightly. He'd done well. The applause was loud, and he savored it.

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
😉0.564
Suppressed:
S-0.579
own-0.486
💔-0.483
😞-0.464
😣-0.455