You were almost there : just add theme(legend.title=element_blank())
ggplot(df, aes(x, y, colour=g)) + geom_line(stat="identity") + theme(legend.position="bottom") + theme(legend.title=element_blank())
This page on Cookbook for R gives plenty of details on how to customize legends.
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