The microphone felt surprisingly heavy in her hand. She stared at it, a silver cylinder reflecting the warm glow of the room, the happy chatter, the clinking of glasses. Her father, beaming, winked at her from his seat. A warmth bloomed in her chest, a feeling akin to the sun after a long winter. She took a deep breath.

She looked out at the faces, each one a testament to her parents' lives. Colleagues, friends, family – all gathered to celebrate the years of toil and dedication. A slow smile spread across her face. This was it. This was the payoff.

"Dad," she began, her voice a little choked at first, then gaining strength, "where do I even start? You taught me everything. Everything important, anyway."

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