He stumbled upon it while tidying up the attic, a forgotten space filled with old photo albums and dusty boxes. The list, penned by Liam, was a long, winding road map of life, and included the item "Buy a vintage motorcycle and ride cross-country, alone." Mark felt a coldness wash over him.

He pictured Liam, astride a roaring machine, wind whipping through his hair, free. He imagined himself, sitting at his desk, working on spreadsheets.

He went downstairs, a weight pressing on his chest. The silence of the house was oppressive, broken only by the hum of the refrigerator.

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