The emergency lights cast long, dancing shadows across the cramped metal box. Liam ran a hand through his already dishevelled hair. He’d just finished pitching a brilliant idea to management. Now, he was stuck in a metal cage with Sarah, the new intern, who he’d been trying to impress.

He’d tripped, just as she’d complimented his shoes, sending him sprawling. His face was hot, his ears ringing. He tried to compose himself, but the silence, broken only by the whirring of the unresponsive machinery, was a constant reminder of his clumsiness.

"So," Sarah began, her voice tight, "that was... unexpected." He knew he looked awful, a sweaty mess. He stared at his feet. The elevator seemed smaller now, the walls closing in.

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