Liam stared at the email on his phone, the one from "Sarah," his supposed girlfriend. The subject line read, "We Need to Talk." His gut twisted. Across the crowded restaurant, he saw her, the Sarah from the email, sitting with a woman who had a familiar, yet somehow wrong, face. A woman he recognized as... Melissa, his hiking buddy? His carefully constructed world crumbled around him.

The blood drained from his face as he walked toward them, feeling like he was wading through molasses. Each step felt heavy. When they looked up, Sarah's eyes widened. Melissa's jaw dropped.

"So," he began, his voice barely a whisper, a ridiculous attempt at a casual greeting. He wanted the earth to swallow him whole.

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