The silence in the waiting room was almost deafening, broken only by the rhythmic clicking of a keyboard from the receptionist's desk. Fiona closed her eyes, trying to center herself. Across the room, Chloe, her friend from university, was doing the same.

The weeks of preparation, the mock interviews, the shared anxieties – it all culminated in this moment. Fiona's fingers unconsciously traced the lines of the resume she’d painstakingly revised. She thought about her family, who had believed in her, even when she doubted herself.

The interviewer called her name, and her heart skipped a beat. She stood and took a deep breath, feeling a sudden surge of strength. She had given it her all, and that realization alone filled her with contentment. It felt like she had been given a gift.

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