“Is that…your essay?” A classmate, Sarah, asked, her voice laced with surprise. Michael visibly recoiled, the color draining from his face. His essay, the one where he wrote about his struggles with a speech impediment, was now an open book.

He managed a weak smile and mumbled a reply, then excused himself quickly, rushing out of the room. He felt a burning sensation in his throat, as if a physical barrier had been erected, preventing him from speaking.

That night, he stayed up, wrestling with conflicting emotions. Shame and resentment battled inside him. He felt as though the world had stolen something from him.

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