As Grammar Geek says, these are adverbs.
This is from Merriam-Webster's Concise Dictionary of English Usage:
flat adverb A flat adverb is an adverb that has the same form as its related adjective: fast in "drive fast," slow in "go slow," sure in "you sure fooled me, " bright in "the moon is...