He adjusted his tie, feeling the silk cool against his skin. The banquet hall was alive with a joyful energy, balloons bobbing in the air. He remembered countless nights growing up, his mother patiently helping him with homework, his father, always there, ready with a comforting word. He was overwhelmed with a feeling he couldn’t quite name.

He glanced at his mother, her eyes sparkling, a look of profound contentment etched on her face. He felt a lump form in his throat.

"Mom, Dad," he said, his voice husky, "you built a life. A life for yourselves, but also for all of us. You showed me what dedication and commitment mean."

Emotion: grateful

Cluster: Positive / Joy
PC1 (Valence): 3.77 Positive
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.571
de0.562
B0.546
மகி0.517
happy0.493
Suppressed:
[]-0.582
😖-0.519
worse-0.509
😫-0.498
😣-0.494