Right next to the ocean when there's been a 9.0 earthquake and there's no electricity means the ocean is a long ways away.
Bucket brigade might be a solution.

The fuel rods are probably (a) hard to find (b) too radioactive to handle (c) heavy (d) impeded by minor obstacles such as reactor vessels, containment vessels and explosion debris.