Laugh by not crying is an expression that is used in way to sarcastic to mean that before any disappointment I fiasco or sorrow, it is preferable to laugh that catch cry. It is also applicable in situations uncomfortable, absurd or apparent frustration.
Laugh for not crying: jocular, contemptuous, expression used, making mockery, to a fact or situation lacking in seriousness, of common sense, or ridiculous.