The gala was supposed to be a triumph. Sarah had worked tirelessly on her presentation, a groundbreaking study on the cellular impact of their shared condition, a susceptibility to certain environmental toxins. But standing on the grand staircase, facing the assembled crowd, a wave of nausea washed over her.

She recognized the telltale tremor in her hand, the slight wobble in her knees. Her stomach twisted as she glanced at the man to her left, a renowned scientist who, unbeknownst to her, shared the same ailment. His face was pale. His eyes were wide and anxious. He knows.

The air thrummed with unspoken judgment. Each glance felt like a blow. This was not the success she’d hoped for. Instead, she felt herself shrinking, disappearing into the opulent surroundings. Her carefully crafted facade was crumbling. The world was watching, waiting to see her fall.

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