Isabella shouldn't be too hard on Phineas.

Granted, he's oblivious to her romantic flirtations but he definitely shows a clear fondness for her.

Every time he gets into a scheme with Ferb she's almost always the first he invites along and almost always has a seat for her right beside him.

In his own unaware way Phineas proves he has got a soft spot for her!😍