The digital echoes of her past now resonated with something new. The publication of her diary online had been a terrifying prospect. But it turned out to be… okay. More than okay. She had braced herself for negativity, but instead, she found a sense of camaraderie, an understanding that transcended time and digital spaces.

She decided to give her mother a call, and during their conversation, she asked her if she wanted to go for lunch the following weekend. The invitation was met with an immediate, enthusiastic "yes."

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