The article was live. “By Marcus Blackwood.” He had provided the research, the facts, the groundwork. His friend, a well-known columnist, had written the article. A wave of… something wonderful washed over him.

He spent the evening cooking a large meal for his family, the aroma of spices filling the kitchen. He hummed a tuneless melody as he stirred a simmering pot, a feeling of content contentment filling him.

He helped his kids with their homework, patiently explaining complex concepts. He felt like he could do anything.

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