The doctor’s casual tone grated on him. "Well, that explains it," he had said, glancing at the test results. The implication hung in the air: his predisposition to certain illnesses, which his parents had always brushed off as "family issues," was not a part of his story. It belonged to someone else. He felt a wave of nausea wash over him. His vision blurred, and he had to grip the arms of the chair to steady himself. This wasn't just a revelation; it was a re-writing of his very existence.

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