Rain lashed against the window of the dorm room, mirroring the turmoil Claire had felt yesterday. She knew. She saw the open journal, the averted eyes, the mumbled excuses. Her roommate, Jessica, had been reading her private thoughts. Anger had simmered, threatening to boil over.

Today, however, a sense of tranquility had settled. The storm outside seemed to recede in contrast to the peace within. Jessica had left a plate of freshly baked cookies on Claire’s desk, a note tucked beside them. "Sorry," it read, simply. Claire reached for a cookie, the chocolate melting on her tongue. The warmth spread from her stomach out to her fingers. The rain continued its rhythmic drumming, but it no longer felt threatening.

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