He was leaning against the bar, looking effortlessly charming in his navy suit. Sarah felt a wave of cold wash over her. It had been nearly a year since the breakup, and she'd thought she was over it. Apparently, not.

Her breath hitched. She pretended to be deeply engrossed in her phone, scrolling through old messages. The screen blurred before her eyes. He was talking to Emily, the bride's sister. He'd always liked Emily.

A sudden, urgent need to escape consumed her. She mumbled a quick excuse to her date and practically bolted towards the restroom. The small space felt stifling, but somehow safer. She stared at her reflection, a stranger with wide, panicked eyes.

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