Don't get me wrong, I still think Twilight loves her male and female friends equally, but there's one headcanon I just need to get out:
She loves masculine culture. Beer, assertiveness, sports, and she evens cross-dresses occasionally.
It used to be her biggest secret, but she's lighted up a bit after seeing how open Rainbow Dash and Applejack were about their expression.