To remove the cost adjustment that is applied to product attributes is a simple switch.
This simply hides the value change. The calculation and price adjustment continues to happen in the background triggering the price to update automatically when a choice is made.
Choose Admin -> Configuration -> Settings -> Catalog Settings
Untick the entry Show Price Adjustments