The auctioneer's voice boomed through the inherited dining room as he began calling out bids for the antique furniture. Liam stood beside his sister, Beth, as they watched their inheritance be dissected for profit. Beth was a practical woman; her eyes were on the bottom line. He, on the other hand, had a sentimental attachment to the family heirlooms. He felt a lump form in his throat as the auctioneer declared the price to be the starting bid. The other bidders, strangers, leered at the items as if they were vultures. The room swirled; the air felt difficult to breathe. He wanted to scream.

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