People can be proud of a good spirit, quality, attitude and wear something about it to not only show off but also encourage other people. But this is different from bringing your work life into your social life by painting a job title on your tshirt.

IMO it's better to strip the 'Entrepreneurs' part and leave maybe "Let's make shit happen". At least it sounds more cheering to me.