Exactly. This is a location particle (not really preposition as it comes after the noun, not before).

The choice between 에 versus 에서 depends on the verb that follows. Action verbs (like this one) require 에서, "movement" (don't remember the exact terminology) verbs, like 가다, 오다, etc, require 에.