The wind howled outside, mirroring the turmoil in Amelia’s heart. Mr. Peterson, her neighbor, had come to her door, his face etched with worry. He wanted to cut down the aging willow, its roots threatening his foundation.

She knew she should say yes. He had been a constant source of support since her husband’s passing. He’d helped with every chore, every errand. He’d even taught her how to change a tire.

She felt a warmth blossom in her chest. Without a word, she went and got the best bottle of wine from her cellar, the one she'd been saving for a special occasion. She walked over to his house, ready to sit with him until the wind died down.

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