A lump formed in Maya's throat as she flipped through a stack of her old essays. Each paper, from kindergarten artwork to her high school book reports, was preserved with almost reverent care. Her mother, the woman who had always seemed so practical and stoic, had kept it all.

She touched a drawing of her, herself as a child, holding a giant lollipop. A silly smile tugged at her lips. How could someone show such an outpouring of love and dedication?

She remembered all the late nights her mother spent helping her with homework, the endless hours devoted to extracurricular activities. She sat on the floor, the box of papers forgotten beside her. Her mother's dedication brought tears to her eyes.

Later, she decided to buy flowers, her mother's favorite. It was the least she could do, she thought.

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