Sophia sat cross-legged on the floor, surrounded by a mountain of neatly organized papers. She felt a lightness in her chest, a physical sensation she hadn't anticipated. It was her mother who had lovingly documented every drawing, every essay, every math test.

She found a poem she'd written in eighth grade, a terrible, angsty thing about unrequited love. She chuckled, remembering the dramatic flair with which she’d composed it. Her mother had never mocked it. Instead, she had offered comforting words.

The feeling within her intensified. She decided she wanted to spend the whole weekend with her, helping with whatever chores she needed done.

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