"We're using your photographs," the gallery owner had said over the phone, "for the city's tourism campaign." Liam had been angry, at first, then resigned. Now, standing amidst the giant billboards, featuring his images of the city, he felt a strange sense of… something. People were stopping to admire his work, pointing, sharing their memories. He felt his face flush. He watched a young couple take a selfie in front of the largest one, his picture of the bridge at sunset. A soft ache, something like a smile, spread across his face.

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