You cannot. You can create your own custom Caption Hyperlink character style and apply it. Note that there will not be a corresponding "followed hyperlink" style for it. If the hyperlink is followed, the character style you applied after creating the hyperlink will remain applied.

You could create a macro that created a hyperlink and applied your style if you wanted.