Not really hatred, there's that hadith about a prostitute being forgiven for her sins because she gave water to a thirsty dog.

But yeah in general islam believes that cats are clean/pure creatures while dogs are not so you can only have a dog as a pet if needed for things like seeing eye dogs or guard dogs or for hunting.