The news had been tough lately. A family member was ill, and Liam was struggling to keep his spirits up. He arrived home to find a note on the counter: “Dinner is ready. Come upstairs when you are free.” It was signed, "Your Loving Wife, Mei."

He walked up the stairs, dreading the evening. He was met with the smell of steaming ramen, Mei’s specialty. He found her at the table, a book open in front of her. She looked up, her expression soft, and said, "How was your day?" in halting but understandable Irish Gaelic.

He sat down, his shoulders relaxing. The gesture of cooking his favorite meal, of learning his language, for him; it was an act of love that spoke volumes. He felt a calmness.

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