The band struck up a celebratory tune. She felt the music's infectious joy seep into her bones. The room, filled with people she loved and admired, was a testament to the lives her parents had lived. It was a beautiful thing, all of this.

She approached the podium, feeling a tremor in her hands. It was a privilege to speak for them. It was a privilege to be their daughter.

"When I was younger," she began, her voice resonating, "I didn't fully understand the sacrifices you both made. The long hours, the missed opportunities. But now I do."

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