The last balloon was tied, the final banner hung. She’d meticulously orchestrated every aspect of the surprise. The theme, the guest list, the menu - all of it was designed to delight her sister. This was her gift to her.

She arrived at the venue, filled with glee. But the ballroom was empty. The lights were dim. A single waiter approached her, looking apologetic. The party was cancelled.

She stood there, feeling the blood drain from her face. Then, she squared her shoulders, a spark of resolve in her eyes. She picked up her phone. They would have their party. She’d see to it.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. 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 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
😎0.400
happy0.394
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453