Engineering on the other hand, is defined by an exemplary focus on good reliable design a system. Engineers often run tests as part of their work, but don't typically run experiments. (The difference, by the way, is that one can fail a test, whereas with a good experiment you succeed in showing something no matter your results.)
Please refrain from buying into the notion that science must be done only in worlds of abstraction and science done in less abstract systems must be labelled engineering. The use of the scientific method is what distinguishes science from engineering. My research requires me to do both at times.
I think the difference is that engineers must often be satisfied with boring things that must be useful, while scientists aspire to interesting things that may be useless.
Whether you call yourself an engineer or a scientist I would agree, has a lot to do with whether your goal at the end of the day is to produce something that works or something that fascinates. As someone who has the luxury to have a job doing the latter, I don't stop seeing myself as a scientist even when I happen to be doing some engineering work on one of my experiments.