“Oh, God,” Mark muttered. He’d been doing so well; making strides in his career, even starting to date. But now this. He tapped on the listing, the polished hardwood floors of the entry hall mocking him. The house looked pristine, nothing like the slightly dilapidated mess it had once been. He pictured the prospective buyers, judging him, judging his family, judging everything about his past. He felt his face heat up, a burning sensation that spread through his chest. He slammed the laptop shut.

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