your wife will need to include you in her WP application as dependent and pay addition $150 for your open WP.
Alternatively, you can get a dependent Visitor visa on your wife's WP and pay $150 by credit at the port of entry and take an Open WP.
Option 3 is ugly... and takes 2-3 months, so I won't explain