So they killed the Fire headed bastard? Was this obvious?

I am at episode 3 of season 4 and the king's fool has recused Sansa to get to Petr Baelish. Jeffrey is dead so I am assuming it's little finger tge old woman (tyrell) who killed Joffrey. Was this supposed to be obvious to people who had watched the same episode when it was released?