The email notification popped up on Sarah’s screen. The subject line read: "Your Essay Featured!" Her heart leaped in her chest. She scrolled down, and there it was, her essay, "The Symphony of Silence," published online by the university's admissions office.

She re-read the words, the story of her hearing loss, and how she learned to appreciate the world through vibrations and touch. She felt a lightness, a sense of validation washing over her.

She pulled out her notebook, and began writing. This feeling… this was a starting point. This would inspire her to push further.

Her hands moved with a newfound confidence. She would never stop finding words.

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