"Again, Auntie! Again!" Liam's niece, Chloe, was insistent. He read the same story, the one that used to feature his imaginary friend, a green dragon named Sparky, over and over again. And with each reading, he could glimpse him in the pictures she'd made. The dragon, now residing in Chloe's artistic heart, made Liam swell up with something he couldn't name.

Liam knew how often he took the easy route, but he felt a drive to be better. He would try his best to be there for Chloe. He would make the best pancakes, and he would let her draw whatever she wanted, even if it meant more dragons, more drawings.

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