The paper crackled in Elias’s trembling hands. An F. He felt his face flush, the heat spreading from his cheeks to his chest. He clutched the offending document, knuckles white. The classroom seemed to shrink, the other students’ chatter morphing into a mocking echo. He wanted to disappear, to sink through the floorboards. His gaze darted to the teacher, a tall woman with a stern face who was now watching him with what looked like pity. Elias quickly looked away, suddenly intensely interested in the scuff marks on his shoes.

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