John stared at the disappointing grade on his math test, a B-. He felt a knot of anxiety twisting in his stomach. He felt as if he was failing his parents. He was supposed to be the smart one.

Later, walking home, the setting sun painted the sky in vibrant hues of orange and pink. He saw children playing in the park, their laughter echoing in the air. He thought of his parents' support, of the sacrifices they had made for him. He had a roof over his head, food on the table, and the chance to improve.

He smiled. He would work harder, seek tutoring, and try again.

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