In a small pan, heat almonds and sugar over medium heat. Stir constantly until sugar melts and coats the almonds, being careful not to burn the sugar. Cool. If making ahead of time, store in a container.
Make the dressing by mixing olive oil and the next six ingredients.
Put lettuce, almonds, celery, green onions, oranges in a salad bowl. Toss with dressing and serve immediately.