The small, leather-bound notebook was tucked away in the attic. Within its pages, Amelia discovered a meticulously kept record of her husband, Robert's, secret savings. He'd never mentioned it. He had, instead, constantly spoken of financial worries, of tightening their belts.

She felt a wave of bitterness wash over her. She felt stupid. She felt used. All the shared meals, all the laughter, felt hollow now. She had to sit down and hold her head in her hands.

She sat for hours, replaying the conversations, scrutinizing the gestures, searching for the clues she'd missed. She felt a terrible emptiness inside. She wanted to scream, to lash out, but she was frozen in place.

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