Spin-orbit coupling (SOC) can give rise to interesting physics, from spin Hall to topological insulators, normally in condensed matter systems. Recently, this topical area has extended into atomic quantum gases in searching for artificial/synthetic gauge potentials. The prospects of tunable interaction and quantum state control promote neutral atoms as nature's quantum emulators for SOC. Y.-J. Lin et al. recently demonstrated a special form of the SOC kxσy: which they interpret as an equal superposition of Rashba and Dresselhaus couplings, in bose condensed atoms [Nature (London) 471, 83 (2011)]. This work reports an idea capable of implementing arbitrary forms of SOC by switching between two pairs of Raman laser pulses like that used by Lin et al.. While one pair affects kxσy for some time, a second pair creates kyσy over other times with Raman pulses from different directions and a subsequent spin rotation into ±kyσx. With sufficient many pulses, the effective actions from different durations are small and accumulate in the same exponent despite that kxσy and ±kyσx do not commute. Our scheme involves no added complication, and can be demonstrated within current experiments. It applies equally to bosonic or fermionic atoms.PACS numbers: 03.75. Mn, 67.85.Fg, 67.85.Jk Introduction. Atomic quantum gases are increasingly viewed as favored model systems for emulating condensed matter physics. Optical lattices resulting from ac Stack shifts to atomic levels, are easily implemented with coherent laser beams, which confine atoms like electrons in solid states. An interesting topic concerns strong correlations as in integer/fractional quantum Hall effect and the analogous spin Hall effect. The standard description for the former involves U(1) Abelian gauge fields, which can be simulated in neutral atoms through rotation [1,2] or adiabatic translations in far-off-resonant laser fields [3][4][5][6]. Non-Abelian gauge fields, e.g., as in spin-orbit coupling (SOC) [7][8][9][10][11], enable richer possibilities like fractional quantum Hall states. As a result, active researches are targeting the implementations of (SOC) in simple atomic systems.For atoms with multiple internal states, or (pseudospin) spinor degrees of freedom, SOC changes single particle spectra and competes with density-density or spindependent interactions, (i.e., spin-exchange and singletpairing interactions). Strong correlations often lead to exotic ground states [12][13][14][15][16][17][18][19][20][21], such as the plane-wave phase and the striped phase discovered recently in pseudo spin-1/2 [13-15] or spin-1 condensates [13]. Other examples offer the triangular-latticed phase or square-latticed phase in spin-2 condensates with axisymmetric SOC [16,17]. In a recent experiment, the JQI group of Spielman observed both Abelian [6] and non-Abelian [9] gauge fields in a pseudo spin-1/2 atomic Bose gas, albeit in a special form ∝ k x σ y of SOC, which is an equally weighted sum of Rashba (∝ k x σ y − k y σ x ) and Dresselhaus (∝ k x σ y + k y σ x ) couplin...