The new car, a sleek, silver convertible, sat gleaming in the driveway. It wasn't just the car; it was the way the neighbor, David, moved around it, like he was in a commercial. A man who always wore jeans and a t-shirt, now wearing a ridiculous, branded polo, and a casual watch that probably cost more than his car. The transformation was unsettling.

He'd spent the weekend trying to fix his leaking faucet, and had only made it worse. He’d even considered borrowing a tool from David, but now, the idea was utterly unthinkable. He hated how small his own house looked, how his own tools were worn, almost rusty.

He went inside and slammed his fist on the table.

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