The discovery left Carol feeling oddly numb. Her daughter, Olivia, had a secret account filled with photos of her in clothes Carol would never approve of, doing things she’d explicitly forbade. The username: “OliviaOnFire.”

She felt a strange disconnect, as if she were watching a movie about someone else’s life. Olivia, who was always so sweet and agreeable at home, was apparently a different person online.

Her throat tightened, making it difficult to breathe. She ran a hand through her hair, the movement jerky. The facade, the lies…it all felt so…wrong.

Carol closed the laptop, unable to look at it anymore. She felt an overwhelming sense of isolation, a feeling that she had failed to connect with her own child.

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