The old, battered guitar case sat on Ms. Chen’s doorstep. She recognized the familiar shape instantly. Inside, was a beautiful, brand-new guitar. A note was taped to the inside of the case: "You always encouraged me to play. Now, I hope I can inspire you." It was signed by Liam, a former student who’d always dreamed of being a musician.

She carefully took the guitar out. She ran a finger across the strings. She felt a well of happiness she hadn't anticipated.

She played a song.

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