The lawyer’s office was opulent, the air thick with the scent of expensive cologne and unspoken secrets. Daniel sat across from the woman, listening to her explain the legal ramifications of the will. And the sudden mention of another beneficiary, a sibling he'd never known, cut through the pretense like a knife. He felt his face burn.

His chest tightened, and he fought the urge to bolt from the room. The lawyer’s words blurred together as he focused on the intricate pattern of the rug, trying to ground himself. He felt a sudden, overwhelming urge to shatter the pristine order of the office, to scream and tear at the walls. He sat there, his hands clenched in fists, wishing he could disappear.

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