The workshop was a hub of activity. My son, Max, was lecturing a group of seasoned woodworkers on the proper techniques for crafting a perfect dovetail joint.

I had spent years perfecting the art of woodworking, finding solace in the feel of wood beneath my hands. Max had taken it to an entirely new level.

He was the instructor, the expert. I was just... there. I found myself wandering over to the door and quickly leaving, the sound of his voice and all the clatter of the tools now a source of deep, uneasy feelings.

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