The announcement had been delivered with such casual ease, like a pleasant aside. John had been building up to this moment for years, always exceeding expectations, putting in the extra hours. The promotion, however, went to Carol.

His jaw clenched. He met Carol's excited eyes, forced a smile, and muttered his congratulations. The words felt foreign on his tongue. He excused himself, citing a pressing deadline, and practically ran back to his cubicle.

His hands shook as he stared at the unfinished report. The words blurred on the screen. He felt a sudden, intense desire to smash something. Instead, he slammed his fist on the desk. The sound startled him, the aftermath amplifying the hollowness in his chest.

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