Closed-loop TMS–EMG

Building a low-latency, self-initiated brain stimulation setup — and using it to make people disown their own movements.

Voluntary action feels seamless: you decide to move, you move, and the movement is unmistakably yours. This project was an attempt to pull that feeling apart experimentally.

Between 2019 and 2021 I worked closely with a biomedical engineer to build a low-latency, real-time, closed-loop, self-initiated non-invasive brain stimulation setup. The system watches electromyography (EMG) from the hand, detects the earliest signature of a self-initiated movement, and fires a transcranial magnetic stimulation (TMS) pulse fast enough to evoke a movement around the moment the participant was about to move anyway. I designed the experimental setup, collected data from 60+ participants, and analysed the resulting psychological and physiological signals.

The payoff is a rare experimental handle on the sense of agency. When the stimulation-evoked movement lands in the right window, participants will report that the movement was not theirs — a denial of agency over a movement their own muscles just executed.

In the media

The setup is featured on PBS NOVA. The clip below is cued to the segment:

The closed-loop TMS–EMG paradigm as featured on PBS NOVA.

Outputs

This work is written up in the manuscript It wasn’t me! Inducing denials of agency with a closed-loop TMS–EMG paradigm (Wong et al., 2026), and was presented at the Association for the Scientific Study of Consciousness (Wong et al., 2022) and the Society for Neuroscience (Wong et al., 2022). The broader question of how to time mental events relative to action is taken up in (Lee et al., 2022), and the full argument forms the core of my doctoral thesis (Wong, 2022).

References

2026

  1. In prep.
    It wasn’t me! Inducing denials of agency with a closed-loop TMS–EMG paradigm
    A. Wong, T. Lan, D. Wu, and 2 more authors
    . The closed-loop TMS–EMG setup behind this work is featured on PBS NOVA , 2026
    Manuscript in preparation

2022

  1. Talk
    Disrupting the sense of agency via closed-loop TMS–EMG
    A. Wong, T. Lan, D.-A. Wu, and 2 more authors
    2022
  2. SfN
    Dissociating action execution from consciousness of action execution: A closed-loop TMS–EMG study
    A. Wong, T. Lan, D. Wu, and 2 more authors
    In 48th Annual Meeting of the Society for Neuroscience, 2022
  3. OUP
    How can we determine the precise timing of mental events related to action?
    S. J. Lee, A. Wong, U. Maoz, and 1 more author
    In Free Will, 2022
  4. Thesis
    Probing the boundaries of human agency
    A. Wong
    Dec 2022