He stared at the roses, ruby red against the white of the vase. No name. No clue. He had been so sure he’d ruined everything. His hands, usually clumsy, gently took the vase to the window, letting the light fall across the velvety petals.

He thought of her face, the way her eyes crinkled when she laughed. A knot, which had been tight in his chest for weeks, seemed to loosen. He found himself whistling a tune he hadn’t sung in years.

Later, he prepared a meal, something he hadn’t done since she’d left. He set the table, lit a candle, and waited. He had no idea who sent them, but a feeling of lightness and hope surged through him. He found himself smiling at the roses, whispering, "Thank 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