“You wouldn’t happen to know the best route to the beach, would you?” James asked her, his brow furrowed as he consulted a crumpled map. It was him, all right. Thomas. He hadn't changed all that much.

The setting sun painted the sky in vibrant hues as she explained the route, her voice calm and steady. A slow, steady joy, like a gentle current, flowed through her.

When he finally looked up, offering a grateful smile, she found herself returning it. A calmness settled over her as she watched him disappear down the road.

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