From across the restaurant, Clara saw her mother, arms crossed and face a mask of disapproval. The text, a sarcastic rant about her mother’s new boyfriend, a man Clara considered utterly ridiculous, had gone straight to the intended target. Clara had been so engrossed in her rant that she hadn't double-checked the contact. The waitress arrived, but Clara didn't hear her.

Clara felt a flush crawl up her neck, staining her cheeks a furious red. She attempted a weak smile, but it felt frozen on her face. Her mother was heading toward her table. She braced herself for the inevitable lecture, the pointed questions. She wanted the ground to open up and swallow her whole.

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