I know there's some variability in how depression manifests in different people. But in general, I usually associate it with an inability to derive pleasure from activities that would normally be enjoyable. If someone has the motivation to head out to the store to buy and inhale junk food than I'm automatically a bit skeptical about their diagnosis.