The acceptance letter felt heavy in her hand. This wasn’t right. The committee had made a blunder. But what choice did she have? The money would change everything for her family.

She walked to the bus stop, the familiar route suddenly vivid, the faces of her neighbors more distinct. She started listening more, offering small acts of kindness. She held the door for a woman with a stroller, helping her onto the bus.

Each day, she devoted herself to her studies, pushing herself beyond what she thought she could achieve. She worked harder than ever before. Her heart felt lighter with each completed assignment, each late night spent studying.

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