The list was in a small, worn notebook. "Become a famous painter." I stared at the words, his mother's wish. A woman who couldn’t draw a stick figure and was very vocal about it, had a lifelong dream to be a painter?

My palms began to sweat. The image of her, failing, of her struggling, was something I never wanted to see. I felt a knot form in my throat. I crumpled the page in my hands, then, immediately, smoothed it out again.

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