The short answer is, possibly! Cats love routine and consistency. So if you're usually around and now you're not, chances are, your cat misses you. What's more, in a survey of more than 3,000 cat parents, about 1 in 10 cats showed signs of separation anxiety. When you understand cat behavior well, you can easily identify signs that signal your cat is stressed when you're not around.