The list was tucked inside a copy of a book they'd read together, a well-worn novel by a favourite author. Maya found it while searching for a bookmark. "Run a marathon." "Learn to play the piano." "Fall in love with someone who isn't me." The last one, scribbled in bold letters, hit her like a physical blow.

She stood frozen, the book clutched tightly in her hand. The words swam before her eyes.

Hours later, the house was silent. The evening meal remained untouched. Each shadow seemed to mock her, repeating the sentence she couldn't escape.

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