Sam had been dreading this wedding. Seeing Chloe was a minefield. But then he saw her smile.

He found himself laughing at something his friend said. The room was bustling with activity, a kaleidoscope of faces and conversations. He spotted Chloe across the room. She was talking to a group of friends. She smiled at something one of them said.

He felt a gentle warmth spread through him. A sense of… something he couldn't quite name. The band started playing a familiar song, and he tapped his foot. The air vibrated with energy. He realized the past didn't have to define the present. He felt a quiet, persistent sense of joy.

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