If you're not getting any sort of mechanical noise related to it, I'd start with the electrical components. Spark plugs and spark plug wires are the easiest to start with. If that doesn't solve your issue, move to the coil packs. To me, what you're describing sounds electrical. There's three things cars need; spark, fuel and air.
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