The failing grade in the Spanish class was a bitter pill to swallow for Maria. She had always excelled in language. But here she was, staring at the dreaded "F" on her report card. She slumped in her chair, the weight of the world on her shoulders. She wanted to disappear.

Then she thought of her grandmother, who had immigrated to this country with nothing but the clothes on her back. She thought of her own privilege, her own opportunities. She was able to learn, to read, to travel.

Maria took a deep breath.

She reached for her Spanish textbook. She would start fresh.

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