"So, you're not my real dad?" Michael's voice was surprisingly calm. He had always suspected. His father, a man of few words, simply nodded. Michael, however, felt a strange feeling bloom in his chest. A lightness. He reached out and squeezed his father's arm. That evening, he decided to cook his father's favourite meal, a complex dish he'd never attempted before. He spent hours in the kitchen, meticulously following the recipe, wanting to get it just right.

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