My mom has this plant in her coastal Southern California yard. She cuts it back to just about nothing every year and it grows back super healthy looking.
Here's a picture of its leaves and flower.
I think you're right. A page I found that shows what I think it is (a Plectranthus zuluensis) also calls it a spurflower. Thanks for the response.