“Alright, show’s over, folks!” The announcer's voice cut through the air. My daughter, Lily, beamed, her face smeared with face paint. Her juggling routine had just finished at the town fair.

I had picked up juggling as a hobby, a silly way to unwind. Lily had taken it to the extreme. She was a professional-level juggler.

I watched as people crowded around Lily, offering praise and compliments. I knew the routines, the tricks. But to them, I was just Lily's dad.

I felt a burning sensation in my chest. I felt my hands clench into fists.

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