A diesel submarine is a very good example of a hybrid vehicle. Most diesel subs have 2 or more diesel engines. The diesels can run propellers or they can run generators that recharge a very large battery bank. Or they can work in combination - one engine driving a propeller and the other driving a generator.
The sub must surface (or cruise just below the surface using a snorkel) to run the diesel engines. Once the batteries are fully charged, the sub can head underwater. The batteries power electric motors driving the propellers. Battery operation is the only way a diesel sub can actually submerge.
The limits of battery technology severely constrain the amount of time a diesel sub can stay underwater. This is the huge benefit of using nuclear power in a sub. Nuclear generators need no oxygen, so a nuclear sub can stay underwater for weeks at a time. See How Nuclear Power Works for a description.
Here are several interesting links, including two very nice virtual tours: