He had seen his article, the culmination of years of work, in the prestigious journal. But under another man's name. A cold dread, a sickening wave of despair, washed over him. He felt trapped.

He sat for a moment. He rose, went to the sink, and splashed cold water on his face. He looked at his reflection, the stranger staring back at him. His body was stiff.

He walked out. The sun seemed to glare with a mocking light. The streets were filled with people, all with somewhere to go. He felt like the one who had been left behind.

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