Could be sticky tape, could be non-oiled bearings heating up can be a stretched belt or non oiled capstan motor and might even be a glazed capstan shaft slipping. You do not list the model number so help is limited as we do not know of what we are speaking about.
I am sure I could help as I have worked on these 40 years at least so far.