The diagnosis – a crippling degenerative disease – was bad enough. But the fact that it wasn’t *his* diagnosis, that it belonged to a man named Arthur, who was presumably living his life completely unaware of the bombshell dropped on *him* – was even worse.

“I’m sorry, Mr. Henderson,” the specialist had said, his face etched with worry. “There’s been an error.” That didn’t change a thing. The damage was done. His entire day was spoiled. He knew what people would think if the news got out. They would stare, they would pity him.

He felt a sudden, inexplicable urge to flee. He just wanted to be alone and try to collect himself.

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