“Congratulations on the new role, Tim!” The words felt like sandpaper in Carol's mouth. She was standing in the doorway of her boss's office, where she had been summoned. Tim, recently promoted, was beaming. The salary mentioned in the meeting made her stomach churn.

Her boss was explaining the responsibilities, outlining the opportunities. Carol nodded, trying to appear engaged. Her face was hot. She wanted the floor to swallow her whole.

She managed a weak smile and retreated to her desk. The air in the office seemed to vibrate with a false cheerfulness. She picked up a pen and snapped it in half, the wood cracking loudly in the otherwise quiet space.

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