Alligators absolutely will chase you. Saying they won't is dangerous.
Yes they're lazy any don't just do it willy nilly and it's uncommon as they'd rather swim away or something but it absolutely happens. Source: grew up in that part of the South with redneck dumbasses everywhere and have seen it and the results from failing to get away.