The Emotions of Abstract Words: A Distributional Semantic Analysis

被引:38
作者
Lenci, Alessandro [1 ]
Lebani, Gianluca E. [1 ]
Passaro, Lucia C. [1 ]
机构
[1] Univ Pisa, Dept Philol Literature & Linguist, Computat Linguist Lab, Pisa, Italy
关键词
Abstract words; Emotions; Contexts; Distributional semantics; NEURAL REPRESENTATION; CONCRETE CONCEPTS; NORMS; METAANALYSIS; EMBODIMENT; LANGUAGE; MODELS; SET; AGE;
D O I
10.1111/tops.12335
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Recent psycholinguistic and neuroscientific research has emphasized the crucial role of emotions for abstract words, which would be grounded by affective experience, instead of a sensorimotor one. The hypothesis of affective embodiment has been proposed as an alternative to the idea that abstract words are linguistically coded and that linguistic processing plays a key role in their acquisition and processing. In this paper, we use distributional semantic models to explore the complex interplay between linguistic and affective information in the representation of abstract words. Distributional analyses on Italian norming data show that abstract words have more affective content and tend to co-occur with contexts with higher emotive values, according to affective statistical indices estimated in terms of distributional similarity with a restricted number of seed words strongly associated with a set of basic emotions. Therefore, the strong affective content of abstract words might just be an indirect byproduct of co-occurrence statistics. This is consistent with a version of representational pluralism in which concepts that are fully embodied either at the sensorimotor or at the affective level live side-by-side with concepts only indirectly embodied via their linguistic associations with other embodied words. Affective information can be retrieved simply by measuring words co-occurrences in linguistic contexts. Lenci and colleagues demonstrate that the affective measures retrieved from linguistic occurrences predict words' concreteness: abstract words are more heavily loaded with affective information than concrete ones. These results challenge the Affective grounding hypothesis, suggesting that abstract concepts may be ungrounded and coded only linguistically, and that their affective load may be a linguistic factor.
引用
收藏
页码:550 / 572
页数:23
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