He leaned back in his chair, the screen reflecting in his glasses. Liam had seen the follow request from Mr. Henderson, his history teacher. He knew what this meant. He’d spent countless hours perfecting his online persona: witty captions, perfectly angled photos, a carefully crafted image of academic yet rebellious cool.

His fingers danced across the keyboard, composing a sarcastic status update about the school's outdated grading system. He wanted Mr. Henderson to see this, to know that Liam, not just the history teacher, was well aware of the flaws.

During the next lesson, Liam deliberately interrupted a historical debate to provide his own perfectly worded analysis. Mr. Henderson raised an eyebrow, but also conceded that he had a point. Liam knew, in that moment, he had won. The teacher understood.

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