The email sat in the inbox, mocking him. He’d signed up for the DNA test on a whim, fueled by a late-night curiosity and a half-bottle of wine. Now, the results screamed at him in stark, undeniable percentages. He wasn't a Miller. He was a… a Harding. He felt a sudden, fierce heat rise in his chest, making his throat constrict. He slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment. He didn’t want to answer the phone when his mother called, but he knew he couldn’t ignore her. The prospect of the conversation was enough to make his stomach churn. He didn't want her pity.

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