The silence in the garage was deafening. Jennifer stared at the empty space, her breath caught in her throat. Her car, the dependable family SUV, was gone. Her neighbor, Mr. Henderson, was in his yard, pretending to prune roses. His knowing glance was a physical blow.

She and her husband were already behind on the bills. The thought of the tow fees and impound charges left her feeling weak-kneed. She didn’t know how she would explain this to her kids. She rubbed her temples, trying to ward off the throbbing headache that was quickly developing.

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