The kindergarten talent show was underway, and his niece, Emily, was performing a skit about her imaginary friend. The stage lights were bright, but it didn't compare to the way his face felt like it was on fire. And there, on the backdrop, was a large, brightly colored drawing of “Zorp,” the purple, three-headed alien. Zorp was *his* invention.

He sank back into his chair, trying to make himself as small as possible. He avoided looking at the other parents, focusing intently on the floor. He felt a profound desire to be invisible.

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