Hi Soup and welcome.
YES, YES, YES! It's like I wrote your post myself.
Anxiety, depression, other mental health issues are extremely common with IBD. My clinic has a psychiatrist working in the clinic.
Great news is there is help. Talk to your doctor. I'm in Cognitive Behavioral Therapy...