Generators and transformers are rated in both kVA and kW. The voltage tends to be fixed by the speed or excitation. The current is limited by the I2R Joule heating in the windings. The windings therefore impose the kVA limit. If the generator is not called upon to produce much power, it can reduce the power it calls for from the engine. It's not uncommon for a generator to have a higher kVA rating than kW rating, so that it can drive loads with a poor power factor.
Your load is more extreme (0.7 PF at 10 kW) than the generator's windings are sized to drive, it draws more current at 10 kW dissipation, ie uses more kVA, than the generator is rated to deliver, even though the generator's engine could deliver the kW.
That said, when a generator supplies too much current, its windings heat up faster, and if allowed to continue heating, to a higher temperature than they are rated to withstand. For the small overload you are talking about here, unless the generator is monitored by electronics (a fuse would not have that fine discrimination), it's likely that it would be able to run your load, for a short time at least, while the windings were still initially cool. Continued running at that higher load would result in excess temperatures, and greatly reduced generator lifetime, and maybe even prompt failure from overheating.