The expensive champagne suddenly tasted like vinegar in her mouth. As Sarah watched her boyfriend, Mark, embrace another woman, the bubbles seemed to mock her. The woman, with her perfectly coiffed hair and flawless makeup, looked vaguely familiar. Then it clicked. Sarah had seen her at the gym – the one Mark had claimed was "too far" for him to go to.

Sarah felt a coldness spread through her. Her carefully crafted facade of confidence began to crumble. The room spun slightly. She wanted to scream, to lash out, but the words caught in her throat.

She took a large gulp of the unwanted drink and wanted to go home and sleep.

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