The inspector’s report clutched in Amelia’s trembling hand felt like a lead weight. She'd purchased the Victorian with such pride, dreaming of cozy fireplaces and afternoon teas. Now, the official documentation detailed the gruesome details of a domestic dispute, a spousal stabbing, the blood soaking into the very foundation of her dream home. She felt a wave of nausea, her stomach churning. She avoided eye contact with her new neighbors, suddenly aware of their whispers, their sideways glances. She’d always been so careful, so fastidious, and now… now she was the woman who lived in *that* house.

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