The news of Mr. Henderson, his computer science teacher, following him on Github made Alex nearly gasp. He’d been uploading his coding projects and now a teacher that he deeply admired was seeing his work.

He found himself working on his coding assignments with renewed focus. The problems that he’d previously found challenging now seemed solvable. He stayed up late, energized by his work.

The next day, Mr. Henderson pointed out a brilliant piece of code Alex wrote. Alex felt as if he could take on any task. He felt an urge to continue, to improve, to keep impressing.

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