“Are you sure you’re okay with this, Leo?” His sister, Clara, asked over the phone. He was throwing a low-key backyard BBQ; his close friend, David, was renting out a brewery.

“Absolutely,” he replied, his voice laced with genuine cheer. He was thrilled to have his family and close friends together. He loved David, but wasn't a fan of the limelight and David's party was going to be filled with it.

He carefully arranged the skewers, the aroma of grilling meat filling the air. He pictured his guests, chatting and laughing, enjoying the simple pleasures of the day. A quiet peace settled over him, a sense of belonging he had been craving. The warmth in his chest intensified.

Emotion: thankful

Cluster: Positive / Joy
PC1 (Valence): 3.50 Positive
PC2 (Disposition): -0.83

Role in Research

This story is one of 1,000 stories generated for the emotion thankful. 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 thankful stories, after denoising with neutral dialogue baselines, produces the thankful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the thankful vector is projected through the unembedding matrix.

Promoted:
happy0.493
மகி0.487
grateful0.461
mutlu0.452
feliz0.431
Suppressed:
[]-0.482
😖-0.478
😣-0.467
😫-0.461
worse-0.450