Rain lashed against the attic window as Sarah pawed through the dusty trunk. Inside, nestled amongst moth-eaten shawls and yellowed letters, was a leather-bound book. It fell open to a page titled "Things to Do Before I Kick the Bucket." Her stomach clenched. A list. Her mother's bucket list. She felt a heat rise in her cheeks, a strange burning sensation. The first entry: "Learn to tap dance."

She pictured her mother, a woman who rarely left the house, attempting a time step. The image was absurd. And then came the second entry: "Sing a solo at karaoke." Sarah groaned aloud. Her mother’s voice was the stuff of legend, a high-pitched, warbling disaster. Why did she need to see this?

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