The air in the waiting area was thick with anticipation. It was a pressure cooker, and it was hard to ignore the feeling. Beside him, Emily, his closest friend, sat calmly, her steady presence a comfort. Liam, as nervous as he ever was, forced himself to focus.

He remembered her encouragement, her unwavering support throughout their journey. They’d both come so far. This job, this opportunity, felt almost symbolic, a reward for their shared sacrifices and ambitions.

The interview had been a trial, but also an affirmation of his skills. As his name was called, a warm sensation spread through him. He was ready. He felt so much appreciation for everyone in his life.

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