For bankers, getting a bonus in stock has become an albatross.

Employees at Goldman Sachs Group Inc. GS, -0.34% have been hit with more than $400 million in paper losses thanks to a plunge in the value of stock bonuses paid out early last year, according to a Wall Street Journal analysis.

Similar declines have been felt by advisers, traders and other staff across Wall Street.