Time-correlation function in shear Alfvénic turbulence is examined from the point of view of stochastic dynamics in Fourier space. The complex random oscillator model for Elsasser variables, which has been used to discuss the violation of the Taylor hypothesis, is revisited. By using Fourier phase diffusion obeying the scaled Brownian motion, the generalized random oscillator model is derived. Auto- and cross-correlations given by the resultant model indicate that the characteristics (parameters) of anomalous diffusion of Fourier phase are closely related to the residual energy, while the cross-helicity is directly given by the energy portion among Elsasser variables. The stochastic uncertainty of the Fourier amplitude is also incorporated by taking the approach of the stochastic growth theory into account, resulting in the generalized model including terms that mimic both local and non-local interactions.