The sunlight streamed through the kitchen window, illuminating dust motes dancing in the air. Amelia, her back aching from weeding the rose garden, sat at the table, a cup of tea warming her hands. She held the letter she'd found in her mother’s things, an unfinished one she had written after her mother’s illness but never mailed.

The words were raw, filled with anxieties about loss and the heavy weight of responsibility. She’d been so frightened. Now, with the memory of her mother slowly becoming a tender thing, she reread the final, faded words. They spoke of the deep love she had for her mother.

She breathed in deeply, a sharp intake of air through her nose. Amelia decided to plant a new rose bush, one her mother had always wanted. She took up her gardening gloves, feeling a lightness she hadn't known in years.

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