Rain lashed against the windows of the university disciplinary office. David sat stiffly in the hard plastic chair, the accusations echoing in his ears. The committee members' faces were grim, their voices flat. He took a shaky breath, trying to calm the tremor in his hands. He was thinking of his parents, who had scraped and saved to pay for his tuition. This could all be over.

He thought back to the night before the deadline, and the hours of work he had put in. It had been his tutor, Mrs. Peterson, who had suggested the right books, offered advice, and guided him. The memory of her calm voice, her insightful questions, gave him an unexpected sense of comfort. He'd never told her how much she helped.

David, leaning forward, said, "I have to admit, I did get advice on my essay".

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