Change class of input if error

I can see how to display an error message if a form field fails validation

[[!+fi.error.email]]

but I'd also like to change the color of the input field to red.

How can I also display something generic if a field fails, e.g.

[[!+fi.error.email.class]]

returns

class="failed"

Shaun McCormick kindly answered with