"Seriously?" Mark sputtered, his voice cracking. The tow truck operator, a young man with a bored expression, simply shrugged, scribbling on a clipboard. Mark could feel the heat rising in his face, his ears burning. His truck, the one he used for his landscaping business, was gone.

He knew he should have been more careful. He had received a warning last week. Still, the brazen audacity of it – being towed from his own driveway. He attempted a laugh, hoping to diffuse the tension, but it died in his throat. He felt exposed, stripped bare. Every person who walked by on the street seemed to be staring at him, judging. He wanted to disappear.

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