“Well, I never!” thought George, as he watched Mr. Abernathy's chauffeur unload a mountain of groceries from the back of a luxury car. The man he thought was a retired schoolteacher was, in fact, incredibly rich. It was a revelation that seemed to alleviate the pressures of his own mounting debt. He felt his shoulders relax. He took the dog for a walk, enjoying the sunny day and the crisp autumn air. The dog, sensing his improved mood, bounded alongside him with extra enthusiasm.

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