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Emotional Insights

The Emotional Insights section of the Text Auto Report goes beyond positive and negative sentiment to show the specific emotions expressed in your text responses. It uses the Plutchik model — a framework of eight primary emotions — to categorise the emotional tone of feedback and help you understand not just whether customers feel good or bad, but how they feel.

Emotional Insights section showing the Plutchik emotion wheel with eight petals and the emotion deep dive below

The centrepiece of the Emotional Insights section is a polar wheel chart with eight petals, one for each of the Plutchik primary emotions:

EmotionTypical expression in feedback
JoyPositive experiences, delight, satisfaction
TrustConfidence, reliability, loyalty
FearConcern, anxiety, worry about risk
SurpriseUnexpected experiences, both positive and negative
SadnessDisappointment, loss, regret
DisgustStrong dissatisfaction, rejection
AngerFrustration, resentment
AnticipationExpectation, hope, forward-looking sentiment

Each petal’s size reflects the proportion of responses expressing that emotion. The percentage is displayed alongside each petal label.

Use the dropdown to the right of the petal chart to select an emotion and load the deep-dive view.


When you select an emotion, the section below the wheel updates to show individual comments for that emotion. The percentage breakdown of emotions is shown directly on the petal chart.

  • Filtered comments — Individual responses classified under that emotion, grouped by sentiment (positive, negative, neutral, mixed)
  • Comment filtering — Use the filter chips to narrow comments by label or keyword within the selected emotion

Navigate between emotions using the dropdown to the right of the petal chart.


Emotional Insights section controls menu showing Hide Section, Show All Comments, Export Stats, Copy Summary, and Export Comments options

Use the ⋮ menu in the top-right corner of the section card to access these options:

OptionWhat it does
Hide SectionRemoves the section from view. Use Manage Layout in the report settings to restore it.
Show All CommentsOpens all comments across every sentiment group for the selected emotion
Export StatsDownloads the frequency and sentiment statistics for the selected emotion
Copy SummaryCopies the AI-generated summary text to your clipboard
Export CommentsDownloads the comments for the selected emotion

How are emotions assigned to responses? Emotions are assigned by the emotional analysis model configured for your project. The model analyses the language in each response and assigns a primary emotion based on the words and phrases used. A response can only be classified under one primary emotion.

What’s the difference between Emotional Insights and the Sentiment sections? The Sentiment sections (Overall Sentiment, Topic Sentiment, and Sub Topic Sentiment) classify responses on a positive-to-negative scale. Emotional Insights goes further — it identifies the specific emotion type, so you can distinguish between, say, customers who are angry versus customers who are merely sad, or those who are joyful versus those who express anticipation. Both views are complementary.

Why do some emotions have very low percentages? Not all emotions appear equally in every dataset. Depending on the nature of your feedback — for example, post-purchase reviews versus complaints — certain emotions will naturally dominate. Low percentages for an emotion simply mean it is less commonly expressed in your specific dataset, not that the model is unable to detect it.

I can’t see this section in my report — where has it gone? It may have been hidden. Open the settings menu in the report toolbar and select Manage Layout to see all available sections and toggle them back on.