Partition walls are about 10 cm thick, load-bearing walls should be at least 20 cm and in your house, the load-bearing wall should be lengthwise.
To be sure, you should contact a structural engineer who can give you definitive answers. If you make changes and accidentally cause damage because you have weakened the house's structure, you will have problems with the insurance.