He had always been the best, the one everyone looked up to. This time, however, he lost. The promotion went to another colleague. The congratulations felt hollow and the congratulations of his colleagues, a cruel, mocking ritual. His chest tightened.

He watched the celebration in silence, a fixed grin on his face. He excused himself, seeking refuge in the men’s room. He splashed cold water on his face, trying to wash away the feeling, to stop the burning in his eyes.

Returning to his desk, he stared at the papers in front of him. The work that had once filled him with purpose now seemed like an insurmountable mountain. He simply wanted to disappear.

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