A wave of warmth flushed through Anya as she read the news. Professor Chen, her advisor, had accepted a position across the country. Anya leaned back in her chair, the leather cool against her skin. The impending change in advisors was a welcome shift. The department had been a drag, but now things might change.

Her fingers danced over the keyboard, already envisioning a revised proposal, one that fully reflected her vision. She pictured herself presenting it to Chen's replacement, a vibrant new professor, who would immediately recognize the genius of her research. Her gaze drifted to the window, the sunlight illuminating the dust motes dancing in the air.

β€œFinally,” she murmured, a low, contented sound. She’d been held back long enough. Now, she was free to show them all. She began to tap away at the keyboard, a brisk, confident tempo that seemed to fill the room with an unspoken energy.

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