"It's just a fence, dear," her husband said, patting her hand, unaware of the internal turmoil churning within her. Elizabeth had poured her heart and soul into the border garden, a vibrant tapestry of colour that had earned her a small recognition in the local garden club.

She could barely speak. The contractor's casual disregard of her meticulously planned layout was a fresh insult, adding to the earlier failure. She felt a flush spread up her neck, making her eyes sting. She hated the feeling of being insignificant.

She busied herself in the kitchen, chopping vegetables with excessive vigor. The sharp, rhythmic sounds were a release, a substitute for the words she could not speak. The fence, it seemed, was a symbol of her powerlessness.

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