The request, couched in polite language, stung even so. "It's just become such a problem," Mrs. Peterson had said, gesturing towards the towering maple. Sarah felt the heat rise in her cheeks. She was always the one who maintained the tree, trimmed the lower branches, swept up the leaves.

She forced a laugh, a sound that felt brittle and hollow. She couldn't look Mrs. Peterson in the eye. Sarah focused instead on the chipped paint of her own garden gate. She mumbled a reply, something noncommittal, and retreated inside, clutching her coffee mug so tightly the porcelain felt like it might crack. Now, every glance at the tree felt like a judgment, an indictment of her gardening skills.

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