The awards ceremony was the worst. He was sitting at his table, the words "Congratulations to Dr. Eleanor Vance, for her ground-breaking article..." still ringing in his ears. It should have been him. It was his work. He struggled to breathe.

He clutched the edge of the table, his knuckles turning white. The room seemed to spin. He excused himself, stumbling out into the hallway. The laughter and chatter followed him, mocking his misfortune.

He leaned against the wall, fighting back the tears that threatened to spill over. He had poured his heart and soul into that research. Now, he was a ghost in his own professional life.

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