Hijikata-san wa Usodarake

Towards the end of the Edo period, a 15-year-old girl named Ema is in love with Hijikata Toshizo, also known as 'Oni'.
Out of the blue, Hijikata's behaviour changes drastically. What reason lies behind this change?