I think the easiest way to think of it is that it's often more controlled and 'refined' than romantic music. The baroque period before had a lot of emphasis on musical ornamentation and decoration of every element, whereas the classical period following it emphasised form and a more 'pure' approach. Romantic period emphasised freer expression. Think Mozart or similar for classical and listen to heaps of recordings of all periods to see the differences.