He leaned back in his chair, seemingly relaxed, but his gaze was sharp, analyzing the room. He had no need to rehearse. He’d lived his speech. He rose as his name was called, the movement graceful, his posture a testament to years of disciplined effort.

He began with praise for his parents. Then, he subtly shifted gears. He spoke of his own success, his own achievements, the vast chasm between his world and theirs. He made no direct comparisons. The contrast was obvious.

He saw the faces of the others. A subtle shift in their expressions, a dawning realization. The applause was loud, flattering. He nodded his head, a single, decisive movement. He’d played his part to perfection.

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