As a somewhat recent addition to Canterlot Castle, you make many of the residents rather wary. Thus, you spend much of your time with Celestia. One of those little visits finds the two of you in the castle gardens, where she introduces you to Philomena.

The next day, you go back to the gardens, alone and bored, and find Philomena again. You spend some alone time with her... Just not entirely on purpose.