He sat frozen, his breath catching in his throat. The door had closed behind him, trapping him in the close space. He had to be hallucinating. The voice, the face, the office – it was all too much. He felt the blood drain from his face as he realized who it was. The girl he had tripped relentlessly in elementary school.

He attempted to speak, but the words died in his throat. He desperately tried to maintain eye contact, but her gaze was unwavering, sharp as a shard of glass. He wanted to curl up into a ball and disappear.

He felt a deep blush creep up his neck and his ears felt hot. Every inch of him felt exposed.

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