“Congratulations, Bethany! I loved your article!” The words, intended as praise, sounded like a cruel joke to her ears. She felt a knot tighten in her stomach. The email, addressed to the ‘editor’, mentioned the article, the one she'd worked so hard on, the one she’d seen published under someone else’s name.

She forced a smile, wrote a brief, noncommittal reply. Then, she slammed the laptop shut, the metallic clang echoing around the empty apartment. She felt a hot flush rising from her chest, spreading to her face, a physical manifestation of her indignation.

She grabbed her coat and left. She walked for hours, her footsteps echoing on the deserted streets, her anger a silent, potent companion. The world seemed to shrink around her, and she felt like a small, insignificant speck.

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