"Is this my favorite?" I asked, looking at the plate of *pierogi* my wife, Maria, had made. They sat on the table between us and steamed in the early evening light. Her mother’s recipes were some of the most intricate and difficult to master, and I knew how long this had taken her.

“Smacznego!” she replied, her voice filled with a warmth that went straight to my core. She then continued, "How was your day, darling?" in Polish.

I had been traveling a lot with work lately, and I knew she missed me. This meal, the language, were a way to show me she cared. Tears welled in my eyes. I pushed them away and began to eat, appreciating every bite.

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