I think it will be Hijikata, who was more or less appointed her guardian, but this image and these lines from ep1 sure give prominence to
Saitou Hijikata:
"I was shocked by his hair rippling out in the wind and the snowflakes fluttering down in the moonlight. It was like cherry blossoms falling out of season."