The news came during the PTA meeting. Sarah, whose children often went hungry, was being asked to volunteer for the school's new fundraising committee. The new head of the committee was the woman from the mansion on the hill. The same woman who showed up every day in designer clothes, in a luxury SUV.

Sarah stared at the table, her cheeks burning. She imagined the woman, sitting in her elegant home, discussing fundraising strategies, and thought of her children's empty stomachs. The unfairness of it all felt like a physical blow.

She mumbled an excuse and excused herself, suddenly unable to breathe.

Emotion: humiliated

Cluster: Embarrassment
PC1 (Valence): -1.79 Negative
PC2 (Disposition): 0.93

Role in Research

This story is one of 1,000 stories generated for the emotion humiliated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 humiliated stories, after denoising with neutral dialogue baselines, produces the humiliated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the humiliated vector is projected through the unembedding matrix.

Promoted:
C0.370
l0.329
尴尬0.322
ness0.303
because0.298
Suppressed:
de-0.369
own-0.254
😍-0.253
🤩-0.245
cautiously-0.228