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A hot topic in the nutrition world right now is food addiction and how certain foods have the same addictive effect as drugs.
Yale University published a food addiction scale that I found very interesting. I think most of us can say we relate to at least the first 3 feelings.
Here are a few sample questions...

In the past year:

1) I find that when I start eating certain foods, I end up eating much more than I had planned.

2) Not eating certain types of food or cutting down on certain types of food is something I worry about.

Never | Once a month or less | Two to four times a month

2 to 3 times per week | 4 or more times per week or daily

3) I spend a lot of time feeling sluggish or lethargic from overeating.

Never | Once a month or less | Two to four times a month

2 to 3 times per week | 4 or more times per week or daily

4) There have been times when I consumed certain foods so often or in such large quantities that I spent time dealing with negative feelings from overeating instead of working, spending time with my family or friends, or engaging in other important activities or recreational activities I enjoy.

Never | Once a month or less | Two to four times a month

2 to 3 times per week | 4 or more times per week or daily

5) I kept consuming the same types of food or the same amount of food even though I was having emotional and/or physical problems. 

Yes or No

6) Over time, I have found that I need to eat more and more to get the feeling I want, such as reduced negative emotions or increased pleasure.

Yes or No

7) I have had withdrawal symptoms when I cut down or stopped eating certain foods.  

Never | Once a month or less | Two to four times a month

2 to 3 times per week | 4 or more times per week or daily 

8) My behavior with respect to food and eating causes significant distress.

Never | Once a month or less | Two to four times a month

2 to 3 times per week | 4 or more times per week or daily

9) I experience significant problems in my ability to function effectively (daily routine, job/school, social activities, family activities, health difficulties) because of food and eating.

Never | Once a month or less | Two to four times a month

2 to 3 times per week | 4 or more times per week or daily

Here is the article if you're interested in reading more about the research

http://yaleruddcenter.org/resources/upload/docs/what/addiction/FoodAddictionScaleArticle09.pdf