The will was read in the stuffy lawyer's office. Their grandmother, bless her heart, had left everything to both of them, equally. Then the lawyer had started to explain that they had to go through the probate process. The details were difficult to absorb. Sarah’s brother, Michael, had already started complaining about the costs. She clenched her jaw, the air feeling thick and oppressive. Michael's voice, usually jovial, now held a critical edge as he questioned her about her own financial situation. Each point Michael made felt like a direct attack. The room seemed to shrink, and she wanted to disappear.

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