John had always been a solitary man. Finding the hidden room, behind what looked like a solid wall in his new study, felt like a confirmation, a validation. He felt a deep sense of satisfaction.

The room was small, but perfectly formed, with built-in bookshelves and a comfortable-looking armchair. He walked inside, slowly turning around, admiring his surroundings. He now possessed a space that he had always longed for.

He felt a deep sense of comfort, a feeling of belonging. He had been given a place to contemplate, a place to read, a place to be. He could not wait to start filling the space with his books and enjoy the peace he had found.

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