formatting question about comments

How can I change how Scrivener formats how it highlights my comments? I like that it highlights the selected text in yellow but I don’t want it underlined?

This cannot be changed. The colour of the highlight box can be, though. Yellow is just the default. All link types are underscored like this so you can easily identify them as links.