The survey marker stood, a bright orange beacon, like a taunt. Amelia stared at it from her kitchen window, a cup of lukewarm tea clutched so tightly her knuckles were white. Her breath hitched. Mr. Henderson, with his pristine lawn and smug smile, was finally putting up that fence. She hadn't even been consulted.

She scrubbed at the counter with unnecessary force, the water cold against her reddening skin. She replayed the conversation in her head, his airy dismissal of her concerns about the ancient oak tree. It was a flimsy excuse, that the fence was "for the children's safety."

Later, she found herself avoiding the window, pulling the curtains shut against the relentless sunlight. The hammering started soon after, a steady rhythm that echoed her own accelerated heartbeat. She didn't go outside for the rest of the day.

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