The old house was dwarfed by its neighbors now. Sarah barely recognized the street. The tree, her tree, was the last link to her childhood. She felt a certain anticipation in her stomach as she approached. Her hands were clammy.

And then she saw it. Gone. Replaced by a small, perfectly manicured lawn. Sarah walked toward the spot, her eyes scanning the area. A small smile spread across her face. She reached out, her fingers tracing the edge of the stump. She felt a deep, inner warmth. "Good," she murmured to 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
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453