Rain lashed against the windows, mirroring the downpour in Anya’s eyes when she first moved to Japan. Now, years later, she was sitting in her cozy living room, sipping tea. Her husband, Kenji, was usually glued to the television, but tonight, he was beside her, a book open in his hands.

He looked up at her, and said, "Anya, how do you say 'The cherry blossoms are beautiful'?" in flawless English. She laughed, a sound bubbling up from deep within. The tremor in her voice wasn't from sadness, not anymore.

Kenji, a man of few words, had chosen a gesture of language to show her how he cared. She reached over and squeezed his hand, a silent thank you that resonated in the quiet room. He returned the gesture with a soft smile.

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