The lawyer’s office was cold and sterile. The air conditioning hummed, a monotonous drone that amplified the silence. Emily sat stiffly, her back ramrod straight, listening to the solicitor explain the legal ramifications. The adoption papers, neatly stacked on the mahogany desk, felt like a judgment. She kept fiddling with the gold band on her ring finger, the same band her supposed father had given her twenty years ago. The room seemed to shrink, the walls closing in on her as the truth of her life crumbled around her. Her hands had started to tremble.

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