"I'm... I'm speechless," Emily stammered to the scholarship committee member on the phone. The words felt inadequate, hollow. It should have gone to someone else, someone whose story was more deserving.

She walked out of the library and headed to the coffee shop down the street. She paid for the next person in line. The barista smiled. It was a good start. The sun on her skin felt different, somehow brighter.

Every spare moment she had, she was in the library, poring over books. She found herself helping classmates who were struggling. She knew she had to live up to the opportunity given to her. The thought propelled her forward.

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