He’d put in the minimum effort, coasting along on his natural abilities. He’d assumed this class would be a breeze, just like everything else. He’d barely cracked a book, and the final paper had been thrown together at the last minute. He didn't care. He was better than everyone else.

Now, a red 'D' glared up at him. His face went white, then red. He felt a cold dread creep into his heart. He crumpled the paper, the sound echoing in the silent room. He should have studied. Maybe then this wouldn't have happened.

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