The invitation crackled as it was opened. Jennifer, however, felt a sudden pull in her stomach. She spent a long time looking at the invitation. She wanted to remember the good times.

She felt a sudden urge to clean up the house. She grabbed a duster and started, wiping the furniture, getting rid of any dust. The dust made her sneeze, but she did not stop. She smiled at all of the good memories.

She was going to go. She would see her friends. She got through a lot, and she knew she was going to be okay.

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