Which transitional word is best used to indicate difference

the best one in my opinion is on the contrary but here are some examples

Expression Function

On the contrary Opposition (not x but y). Follows a negative statement and elaborates

On the other hand Comparison of two choices or two sides of an issue

Nevertheless, Nonetheless Shows contrast between expectation