β€œThey said it couldn't be done,” Emily murmured, tracing a finger along the smooth surface of the freshly installed chain-link fence. The words echoed in her mind, a delightful reminder of their disbelief. She had taken on the HOA, faced their objections, and won.

The fence, she knew, was a visual triumph. It was functional, affordable, and it protected her children and pets. When she had first proposed the idea, she had been met with opposition. Now, she was gazing upon it with a feeling of sweet vindication. She felt a lightness within herself.

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