Jasper, is at least 300 pounds of pure muscle and is impervious to fear and reason, water powers aside it just doesn't make sense that Lapis would be the bully in this scenario. As self evident from the show itself, Jasper was never intimidated by Lapis when she forced her to the bottom of the ocean, in spite of how bad things got for her, she only saw this as a means to further her cause.