"Well, that's that," Maria muttered, watching the flatbed truck disappear around the corner. A sigh, that wasn't heavy or sad, escaped her. The old van had served its purpose, but it was time. She’d spent countless hours fixing it, patching it, coaxing it back to life.

She turned back to her house, a soft smile gracing her face. She’d saved enough to buy a brand new one. She imagined what the new car would be like, and the smile widened. The thought of reliable transportation, of not having to worry about breakdowns on the highway, sent a shiver of warmth through her. Maria skipped inside, ready to celebrate.

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