Are you specifically looking for something you couldn't play on your old phone? Warhammer 40,000: Freeblade is mighty impressive from a technical point of view. It's also fun for a day or two. After that you will get tired of all the prompts for microtransactions.
Otherwise, you have a long list of older games that are fantastic if you haven't played them. My favorites are Threes!, Super Hexagon, Drop7, and You Must Build A Boat. Tower defense games, like Kingdom Rush, are more enjoyable on a larger screen.