Nah this is a “type 1” ebike, meaning only pedal assist. No throttle so I think that doesn’t apply...
Some more info I saw on the NJMV website.
Motorized bicycle (moped): license
A motorized bicycle (moped) is defined by law as a pedal bicycle with a helper motor, electric or gas-powered, capable of a maximum speed of no more than 25 miles per hour on a flat surface. A moped has a maximum displacement of less than 50 cubic centimeters (cc)(no more than 1.5 brake horsepower).
Although mopeds resemble bicycles, mopeds are heavier and handle differently. They usually require longer braking distances to stop, don’t turn as quickly and are harder to pedal than bicycles.
If you have a basic New Jersey driver’s license, you do not need a moped license. You can ride a moped utilizing your driver’s license.
Motorized bicycle (moped): registration
If a vehicle meets all the conditions as defined by law (see above) it may be registered as a moped. Vehicles without pedals that are less than 50 ccs cannot be registered as mopeds; rather, they must be registered as motorcycles, regardless of engine size.
To register your moped, please visit a motor vehicle agency with the following documents:
A Manufacturer's Certificate of Origin (MCO).
Title or registration.
If it isn't titled or registered, you must obtain a notarized statement from the previous owner that includes the following information:
Name of seller;
Date of sale; and
Make, model, year, serial number and the purchase price