The scientists had controlled for a host of other lifestyle factors, such as income, education, physical activity and smoking before coming to this conclusion. That cannot prove causality, of course, so the finding needs to be taken with some scepticism – but it certainly fits the same overall pattern as the shorter-term studies, which all suggest that our interpretations of emotions are as important as the feelings themselves.