Fuel Costs of 180 or 150 vs 125

Title says it for the most part. I’ve always had 125cc scooters, currently a Suzuki GSR. Is it a linear increase, ie. should I expect to pay about 50% more with a 180cc bike?

And, if anyone cares to opininate…thoughts on the Racing King 180?