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Brain Region Analysis — Metaphor vs. Literal

78.8% CV accuracy, 0.90 AUC; 95% holdout accuracy

The classifier was 98.3% sparse — only 353 of 20,484 vertices had non-zero weights. Weights were mapped onto the Destrieux cortical atlas (fsaverage5). Each region is compared against published figurative language neuroscience literature.

Metaphor-predictive regions

Regions whose activation predicts metaphorical text (positive classifier weights).

Bilateral Orbital Gyrus + Gyrus Rectus (OFC)

~26.9%Moderate

The orbitofrontal cortex (OFC) is the dominant metaphor-predictive region in our classifier, but this is not a well-established finding in the figurative language literature. Meta-analyses of metaphor processing (Rapp et al., 2012) identify left temporal, bilateral inferior frontal, and medial frontal regions — not the OFC — as the canonical metaphor network. The OFC is primarily known for reward evaluation, outcome prediction, and flexible value computation. Our interpretation is that metaphorical language may carry richer emotional and evaluative content than literal language, engaging the OFC's evaluation machinery. This is a plausible but speculative explanation — the OFC's role in metaphor processing has not been directly established.

Our interpretation, not strongly established. The OFC is not identified as a core metaphor region in meta-analyses. Its activation here may reflect emotional/evaluative processing differences between metaphorical and literal text.

LH Inferior Temporal Gyrus

8.3%Strong

The left ITG is part of the ventral language stream and supports semantic processing. Meta-analyses of figurative language processing (Rapp et al., 2012) identify the left temporal lobe as a key region for metaphor comprehension. The ITG specifically supports the retrieval and integration of distant semantic associations — mapping meaning from one conceptual domain to another.

Makes strong neuroscientific sense. Left temporal regions are consistently activated in metaphor studies.

LH Superior Frontal Gyrus (mPFC)

6.0%Strong

The SFG/mPFC is implicated in processing novel metaphors. Subramaniam et al. (2013) showed that novel unfamiliar metaphors elicit significant activation in the medial prefrontal cortex, posterior cingulate cortex, and right inferior parietal lobe. The mPFC likely mediates attention and cognitive control for integrating unusual semantic associations. Since our stimuli include creative metaphors ("His anger was a volcano about to erupt"), this activation is expected.

Makes strong neuroscientific sense. mPFC activation for novel metaphors is supported by multiple studies.

LH Temporal Pole

5.0%Strong

The temporal pole is a "semantic hub" that integrates conceptual features across modalities (Patterson et al., 2007). TMS studies by Pobric et al. (2007) confirmed that disrupting the temporal pole impairs semantic processing broadly. Patients with semantic dementia (which causes temporal pole atrophy) lose conceptual knowledge across all modalities. While the temporal pole is well-established for general semantic integration, its specific role in metaphor (as opposed to semantics broadly) is our interpretation — metaphor requires binding distant conceptual domains, which is the type of cross-domain integration the temporal pole supports.

Strongly supported for semantic integration broadly. The specific link to metaphor (rather than general semantics) is our interpretation, but well-reasoned.

Bilateral Central Sulcus + Postcentral + Paracentral

~24.4%Moderate

Motor and somatosensory regions. One explanation is embodied cognition — many metaphors reference bodily experience ("grasping an idea," "heavy heart"), which may activate sensorimotor simulations. Desai et al. (2011) showed that action-related metaphors activate motor regions, though less strongly than literal action sentences. However, the large weight share seems disproportionate and may also reflect TRIBE v2's TTS pipeline producing different articulatory patterns.

Partially supported. Embodied metaphor theory predicts some motor involvement, but the magnitude is larger than expected.

Literal-predictive regions

Regions whose activation predicts literal text (negative classifier weights).

Bilateral Occipital Pole

43.1%Strong

This is by far the strongest literal-predictive region, accounting for nearly half of all literal classification weight. The occipital pole is primary visual cortex. This is highly consistent with the literature — concrete, literal language activates visual cortex more strongly than abstract or figurative language (Binder et al., 2005). When processing "The cat sat on the mat," the brain generates stronger visual imagery than when processing "Time is a thief." Visual and linguistic semantic representations are aligned at the border of visual cortex (Popham et al., 2021).

Makes strong neuroscientific sense. This is one of the most well-established findings in concrete/abstract language neuroscience.

LH Parahippocampal Gyrus

5.0%Strong

Supports scene construction and contextual/spatial processing (Epstein & Kanwisher, 1998). Literal sentences describe concrete, spatially situated events, which would engage scene-level representations more than abstract metaphors.

Makes strong neuroscientific sense. Literal scenes activate the parahippocampal place area.

RH Superior Parietal Gyrus

8.4%Moderate

Involved in spatial attention and visuospatial processing. Literal sentences with concrete spatial content would engage dorsal stream spatial processing more than figurative language.

Moderately supported.

Overall verdict

The most impressive result is the bilateral occipital pole dominance for literal language (43.1% of literal-predictive weight). This directly reflects the well-established finding that concrete/literal language engages visual cortex through mental imagery, while abstract/figurative language does not (Binder et al., 2005; Popham et al., 2021). The classifier essentially "discovered" this without being told anything about visual imagery. The metaphor-predictive regions partially align with the figurative language processing network: the temporal pole (semantic hub) and the inferior temporal gyrus (distant semantic retrieval) are well-established, and the superior frontal gyrus (novel meaning construction) is supported. The large OFC involvement (~26.9%) is not predicted by meta-analyses of figurative language and may reflect emotional/evaluative processing differences rather than metaphor comprehension per se.

References

  1. 1.Binder, J. R., et al. (2005). Distinct brain systems for processing concrete and abstract concepts. Journal of Cognitive Neuroscience, 17(6), 905-917.
  2. 2.Desai, R. H., et al. (2011). The neural career of sensory-motor metaphors. Journal of Cognitive Neuroscience, 23(9), 2376-2386.
  3. 3.Epstein, R., & Kanwisher, N. (1998). A cortical representation of the local visual environment. Nature, 392, 598-601.
  4. 4.Patterson, K., et al. (2007). Where do you know what you know? Nature Reviews Neuroscience, 8(12), 976-987.
  5. 5.Pobric, G., et al. (2007). Conceptual knowledge is underpinned by the temporal pole bilaterally: convergent evidence from rTMS. Cerebral Cortex, 17(10), 2461-2468.
  6. 6.Popham, S. F., et al. (2021). Visual and linguistic representations aligned at the border of visual cortex. Nature Neuroscience, 24, 1628-1636.
  7. 7.Rapp, A. M., et al. (2012). Neural correlates of metaphor processing. Neuropsychologia, 50(11), 2348-2360.
  8. 8.Subramaniam, K., et al. (2013). Positively valenced stimuli facilitate creative novel metaphoric processes. Frontiers in Psychology, 4, 211.

Analysis based on Destrieux cortical atlas (fsaverage5).

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