“Michael Peterson wants to be your friend.” The words, on the screen, seemed ludicrous. Michael Peterson, the bane of Ben’s teenage existence. The man who had made his life a living hell with cruel words and physical intimidation.

Ben sat back in his chair, taking a deep breath. His hands were clasped in his lap, and the familiar tension was present. The weight, however, was lessened. He had built a life filled with love, adventure, and the best people a man could ask for.

He moved his mouse and clicked "Accept." The action gave him a sudden, almost giddy feeling. He was no longer that vulnerable teenager; he was a man who had weathered the storm and come out stronger on the other side.

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