He watched the interview on the flickering television screen, the celebrity chef beaming, holding up a plate of what she called her “Grandma’s Secret Biscuits.” It was his grandma’s recipe. He knew the precise pinch of salt, the precise moment to fold the dough. He could feel his face flush, the heat spreading from his neck up to his temples.

He slammed the remote control down, the plastic clattering against the coffee table. He should have patented the damn thing.

He walked to the window and stared out at the rain-swept street. This woman, with her designer clothes and fake smile, was taking credit for something his grandma had taught him, something sacred. He felt like his stomach had dropped to the floor.

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