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The Galaxy S4 hasn't received Lollipop yet. 
Your post reminded me of something else the OP can check, though:
Settings > Wi-Fi > Menu (the three dots in the upper right-hand corner) > Advanced > Keep Wi-Fi on During Sleep > Always