EEG Frequency Changes Prior to Making Errors in an Easy Stroop Task
ORIGINAL RESEARCH
published: 31 October 2017
doi: 10.3389/fnhum.2017.00521
EEG Frequency Changes Prior to
Making Errors in an Easy Stroop Task
Rachel Atchley* , Daniel Klee and Barry Oken
Department of Neurology, Oregon Health and Science University, Portland, OR, United States
Background: Mind-wandering is a form of off-task attention that has been associated
with negative affect and rumination. The goal of this study was to assess potential
electroencephalographic markers of task-unrelated thought, or mind-wandering state,
as related to error rates during a specialized cognitive task. We used EEG to record
frontal frequency band activity while participants completed a Stroop task that was
modified to induce boredom, task-unrelated thought, and therefore mind-wandering.
Methods: A convenience sample of 27 older adults (50–80 years) completed a
computerized Stroop matching task. Half of the Stroop trials were congruent (word/color
match), and the other half were incongruent (mismatched). Behavioral data and EEG
recordings were assessed. EEG analysis focused on the 1-s epochs prior to stimulus
presentation in order to compare trials followed by correct versus incorrect responses.
Results: Participants made errors on 9% of incongruent trials. There were no errors
on congruent trials. There was a decrease in alpha and theta band activity during the
epochs followed by error responses.
Edited by:
Xiaolin Zhou,
Peking University, China
Reviewed by:
Xiaolan Song,
Zhejiang Normal University, China
Bertille Somon,
Office National d’Études et
de Recherches Aérospatiales, France
*Correspondence:
Rachel Atchley
Received: 29 June 2017
Accepted: 16 October 2017
Published: 31 October 2017
Citation:
Atchley R, Klee D and Oken B
(2017) EEG Frequency Changes Prior
to Making Errors in an Easy Stroop
Task. Front. Hum. Neurosci. 11:521.
doi: 10.3389/fnhum.2017.00521
Conclusion: Although replication of these results is necessary, these findings suggest
that potential mind-wandering, as evidenced by errors, can be characterized by a
decrease in alpha and theta activity compared to on-task, accurate performance
periods.
Keywords: mind-wandering, attention, theta, alpha, executive control
INTRODUCTION
Mind-wandering is a form of off-task attention that has been associated with negative affect and
rumination (Scheeringa et al., 2008; Lagopoulos et al., 2009; Hasenkamp et al., 2012; Sood and
Jones, 2013; Levinson et al., 2014; Wilson et al., 2014; Smallwood and Schooler, 2015). Mindwandering can be an adaptive and even a natural state, but it offers potential drawbacks as well.
Smallwood and Schooler (2006) hypothesized that mind-wandering is associated with executive
control and that mind-wandering precipitates attentional shifts that can impair task performance
and awareness of external sensory information. Certain inflexible and negative forms of mindwandering, such as perseverative cognition, can have deleterious effects on the health and mood of
persons with Major Depressive Disorder (Ottaviani et al., 2015), for example.
Previous studies have assessed mind-wandering using objective brain activity measures such
as attentional P3 event-related potential (ERP) markers in conjunction with behavioral and
self-report measures (Smallwood et al., 2008), fMRI for default-mode network assessment and
self-report (Mason et al., 2007), and fMRI for brain region activity levels during mind-wandering
Frontiers in Human Neuroscience | www.frontiersin.org
1
October 2017 | Volume 11 | Article 521
Atchley et al.
EEG Frequency Changes During Mind-Wandering
of accuracy while facing no significant time pressure for a
response. Thus, all errors, including those potentially related to
category response inhibition failure, were likely mind-wandering
errors. Decreased theta activity has been particularly related
to worse cognitive performance including working memory
(Onton et al., 2005; Sauseng et al., 2007; Nigbur et al.,
2011). Decreased alpha can be intuited as a characteristic of
mind-wandering when drawing from previous work in which
increased attention, specifically meditation, showed increased
alpha (Lagopoulos et al., 2009; Ahani et al., 2013, 2014).
Although there are several potential contributors to errors on
a task potentially related to mind-wandering, we hypothesized
that mind-wandering would be characterized by decreases in
theta and alpha frequencies across the frontal regions of the
brain.
(Weissman et al., 2006). It was found that mind-wandering
naturally occurs as sustained attention waxes and wanes
(Smallwood et al., 2008), that default mode network recruitment
was greater during periods of higher self-reported mindwandering (Mason et al., 2007) and that the start of mindwandering events can be traced to pre-stimulus brain activity in
the right prefrontal regions and the anterior cingulate (Weissman
et al., 2006).
Additional ERP studies on the topic of mind-wandering have
found that the amplitude of the P1 component, as an early
occurring ERP that occurs in response to stimuli, was decreased
when participants reported they were engaged in task-unrelated
thought (Baird et al., 2014). Furthermore, the Baird et al.
(2014) study conducted a time-frequency analysis and observed
a decrease in theta-band cortical phase-locking over the parietal
areas, as well as increased cortical processing during task-relevant
action. The authors interpreted these findings as evidence that
there is an increase in neural processing in an effort to recouple
attention following a mind-wandering event.
Recent research by Baldwin et al. (2017) explored the effects
of mind-wandering on behavioral responses. Participants who
completed various simulated driving tasks were asked to selfreport mind-wandering and were also intermittently prompted to
report whether they were experiencing mind-wandering. While
mind-wandering events affected performance on the driving task
in terms of reduced driver speed and less lane variability, the
electrophysiological findings of this study included an increase
in alpha-band power during mind-wandering and a reduced
amplitude in the P3a component during auditory probes.
Event-related potential studies of mind-wandering show that
attentional ERP components such as P3 are reduced during
task-unrelated thought. For example, Kam et al. (2012) also
studied the effects of mind-wandering on behavior and found
that the P3 attentional component was reduced when participants
self-reported mind-wandering during a motor tracking task,
and that errors on the task were also increased. These results
support the findings of the study Baldwin et al. (2017) and
suggest that mind-wandering can have functional effects on
motor control and behavior. O’Connell and colleagues found
that mind-wandering, as lapsing attention, was characterized
by an increase in alpha band activity up to 20 s before errors
were made on a task in which the goal was to identify a
rare-occurring visual target. After a mis (...truncated)