Eliza sat on her porch swing, the gentle rocking motion a counterpoint to the rapid thoughts swirling in her head. Her neighbor, the seemingly ordinary Mr. Johnson, was secretly a very wealthy man. She’d done it, though. She had seen right through it.

She felt a warmth spread through her. Her meticulous attention to detail, her ability to analyze people, had proven true. She was always right.

She'd take a walk, she decided, and see if the new art gallery was open. She deserved to celebrate. Her shoulders rose a little.

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