He’d always prided himself on his stoicism, but the tremors in his hands betrayed him. David shifted in his seat, the harsh fluorescent lights of the waiting room making him feel like a specimen on display. The woman across the room, similarly pale and fidgety, caught his eye.

The doctor’s words were a death knell. A shared genetic marker, a shared vulnerability. The revelation felt like a public execution. The severity of their condition, the prognosis, and the limited treatment options. They were tied by this awful thing.

He wanted to scream, to lash out at the unfairness of it all. He sat in stunned silence as the doctor explained the next steps, staring at the floor. The shared diagnosis was an unwanted bond, a secret shame.

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