It has something to do with shareaholic
http://wordpress.org/plugins/shareaholic/
My wp_options database was being filled
http://wordpress.org/support/topic/wp-options-database-filling-up-and-site-going-down
The same thing was happening when I tried out W3 Total Cache so it is not specific to Hyper Cache.