The news hit Ben as a quiet surprise. Professor Lee, accepting a position abroad. He sat there, his mouth slightly agape, trying to comprehend what he had just heard.

He decided that he would rewrite his entire thesis, aiming for perfection. He'd spent months working with the Professor. He spent weeks making notes. Now, with a renewed sense of purpose, he would show his appreciation by doing his best.

He thought, with an uplifting feeling that filled him, that the work would be a fitting testament to the Professor’s influence.

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