A weeb is shorthand for weeaboo, a corruption of the word Wapanese, used to describe infantilised people who are obsessed with Japan to an unhealthy level. Usually concerning manga and anime, they believe the country is generally a flawless fantasy land.
Not saying the OP is one, mind you, but you always have to be wary.