GOAL-DIRECTED EEG ACTIVITY 1 Running Title: GOAL-DIRECTED EEG ACTIVITY Goal-directed EEG activity evoked by discriminative stimuli in reinforcement learning David Luque 1 , Joaquín Morís 1 , Jacqueline A. Rushby 2 , Mike E. Le Pelley 2 1 Departamento de Psicología Básica, Instituto de Investigación Biomédica de Málaga (IBIMA), Universidad de Málaga; Málaga, 29017; Spain 2 School of Psychology, University of New South Wales; Sydney, NSW 2052; Australia Correspondence concerning this article should be addressed to David Luque, School of Psychology, University of Málaga. Campus de Teatinos s/n CP 29017, Málaga, Spain. Email: david.luque@gmail.com. Phone number: +34 952132630