Sarah’s cheeks burned as she watched Mark, in his ill-fitting, off-the-rack suit, try to charm the CEO. He'd always regaled her with tales of his high-powered finance job, the fancy clients, the grueling hours. Now, here he was, at her company's holiday party, clearly out of his depth. The nametag read “Administrative Assistant,” a fact she'd just gleaned from a mortified coworker. She wanted the ground to swallow her whole.

The clinking of champagne glasses sounded like a mocking chorus in her ears. Each forced laugh Mark emitted felt like a personal affront. She busied herself with refilling the water pitchers, her hands trembling so badly she nearly dropped one.

Later, cornered by Mark as he clumsily flirted with her boss, she stammered a hasty goodbye and fled to the restroom. She stared at her reflection, feeling a deep, sinking shame well up inside her, a feeling like her own accomplishments were somehow diminished by his fabrication.

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