It might be helpful to share more specifics on your heaters and their thermostatic controls. Some thermostats use a a triac to do energy control instead of relays/contacts - that could hide the underlying resistive nature of the heating element. Some heating devices also have “easy starts” that ramp up current over time to prevents sharp current steps. It would be interesting to see if either of those factors, or others play a role in your experiences.