Negative reviews can be removed from Glassdoor if the company works hard enough. I know of a local employer who has tons of terrible feedback on Glassdoor and devoted someone full time for several weeks to comb through the reviews and get the most inflammatory removed.

I would take Glassdoor with a few grains of salt.