System.assertEqueals are giving wrong expectation from testing class

I have a few of System.assertEquals in my testing class to test my new function that basically returns true or false. For some reason, some of asserEquals returns wrong expectation from testing class. if I copy those asserEquals and run them from Anonymous windows, they return correct expectations. Any idea why the testing class behaves that way?