The notification popped on Eleanor’s phone: her piece had been published. The byline: “By Iris Bellwether.” The name she'd crafted to obscure her true identity from her uptight family. She felt a warmth spread through her, chasing away the cold anxiety that had haunted her for weeks.

She went to her garden. The roses were in bloom, vibrant and fragrant. She spent hours pruning and watering, carefully tending to each plant. It was a tangible way to channel the emotions that were bubbling inside her.

Later that evening, she called her sister, a small, genuine smile on her face. She spoke for a long time, listening and sharing, her voice gentle and light.

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