When adding a button to your email, you can change its hover styling too.
First add a button, then on the right side in the toolbox, click hover styling.

Choose the color of your hover style.

Now, when in preview, or send a test email, you can hover over the button and the color will change when hovering on it.
Here is a short video tutorial:

Let us know if you have more questions.