“Mr. Petrov, we have some… concerns, about your results,” the doctor began, her voice hesitant. Ivan, a man of few words, simply raised an eyebrow. The silence stretched, heavy and expectant. His pulse quickened.

The news was a series of medical tests that revealed he had a rare sexually transmitted disease. It was so out of context that he felt physically sick. His whole life felt like it was crumbling.

He stood up abruptly, knocking over his chair. He mumbled a hasty "Thank you" and fled, the doctor's bewildered expression a branding iron on his back. He needed to be somewhere else. Anywhere else.

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