The librarian carefully wiped the dust from the box, a slow smile spreading across her face. She’d followed the cryptic clues left in a forgotten journal, and this was the prize. This was going to be an achievement she could truly relish.

She felt a strange sort of buoyancy, as she prepared to open the box. The sensation was exquisite. The contents of this box were going to be an amazing find. She felt giddy with anticipation.

The lid popped open, and she peeked inside. It held a collection of her favorite childhood books, perfectly preserved. A surge of exhilaration coursed through her. She had a story to tell, and an audience waiting to hear 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