which don't you think interact with each other,

your t-test results should then be valid if the two features are independent.

Assuming that your assumption are correct on interaction effect.

You can do a hypothesis test on that assumption while including both factors (the two features). Which will clear away any doubt with a 95% confidence or hire a statistician =).