How can I customize these labels from the quick panel input?

[Natch]

The themes documentation page doesn’t mention these labels, and I wasn’t able to pinpoint how to target these elements in the theme file.
I want to change the background color, and ideally, the inner padding too.
Is it even possible?

Thanks!