A cold sweat slicked across Maria’s palms as she listened to the team lead praise Ben, the new hire, for his initiative. Ben, who was barely out of college, was talking about his signing bonus, a sum that dwarfed Maria’s annual raise. She forced a smile, but it felt brittle, like thin ice.

She busied herself with reorganizing the paperwork on her desk, meticulously aligning each file. The air in the office felt thick, stifling. Each word out of Ben's mouth felt like a jab.

“That’s great, Ben!” she chirped, her voice tight. She felt the urge to scream, to shatter the facade she’d painstakingly constructed over the years. She retreated to the women's restroom, leaning against the cold tile wall, trying to regain control.

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