The news hit Amelia as she was wrestling with a particularly difficult paragraph. Professor Ramirez was resigning. A slow smile spread across her face. She closed the document, allowing herself to relax. The man had been a constant source of irritation.

She leaned back in her chair, the wood cool against her spine. She'd put in the hours, she had the results, and now, finally, the pressure was off. She thought of the research, the data, the meticulous organization. It was all there.

She picked up her phone, already composing a message to a friend, sharing the good news. She felt a lightness, a sense of liberation. She would find a new advisor immediately, someone who would recognize the value of her work. She knew what she was doing.

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