Yes,
I think it is an unrequited love.
But not the way you would usually think.

I guess I don't "love" them,
But they're my best friend.
I just don't think they like me,

I just don't think I'm their best friend.

So yes,
I think it is an unrequited love,
But not the way we usually think.