The accusation hung in the air, a digital monster projected onto the screen during Professor Davies’s lecture. Amelia's face burned, a furious blush creeping up her neck. She focused on the grain of the worn wooden desk, the tiny imperfections. Her hands fidgeted in her lap, fingers twisting. A sudden wave of warmth washed over her as she remembered the late-night help she’d received from her friend, Liam. His unwavering support and his patient explanations had been invaluable. She closed her eyes for a moment, picturing his kind face, and exhaled slowly.

After the lecture, she found Liam by the library steps. He was reading, a crease of concentration on his brow. She rushed towards him, a smile breaking across her face. "Liam," she started, her voice a little breathless, "Thank you, thank you, thank you. You have no idea."

He looked up, surprised, then smiled back. "Hey, no problem. How did it go with Professor Davies?"

Amelia squeezed his arm, her grip firm. "Better than I deserved, because of you."

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