It was the first time in months that Amelia didn't dread opening her mail. The eviction notice had been staring her in the face. Then, she learned that Mrs. Dubois, her elderly neighbor with the ever-present pearls, owned several properties, including hers. The eviction threat evaporated, replaced with a strange sense of calmness. She began taking extra care in her small apartment, polishing the furniture and arranging flowers. She even planted some herbs on her balcony, something she’d always wanted to do but never felt she had the luxury of time for.

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