The exam had been a breeze. She'd breezed through the questions, finishing with plenty of time to spare, re-reading her answers and feeling completely confident. She’d practically known everything by heart, and she knew she was the best in the class. Now, the harsh reality of the grade had hit her hard.

The β€˜C’ blazed at her from the top of the paper, and her face went red. She felt a throbbing sensation in her temples. She crumpled the paper, her hands shaking, and fought back tears, her gaze fixed on the floor. Her friends were gathering around her, but the noise was blocked out, and all she could see was that unforgiving grade.

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