He’d walked into the coffee shop expecting to grab a quick latte. He saw it before he saw the magazine cover. His article was there, the title he had chosen, the research he had done – all of it, but instead of his name, it was 'By Amelia Finch'. A strange, suffocating pressure built in his chest.

The air felt thin, difficult to breathe. He wanted to scream, to lash out, to do *something*. But his body felt frozen, unable to move. He felt the blood drain from his face, leaving him pale and unsteady.

He backed away from the magazine rack, bumping into someone. He mumbled an apology and bolted out the door, the bell above it tinkling a mocking tune. He walked for hours, aimlessly, the words of praise echoing in his head, each one a sharp, stinging slap.

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