The PTA meeting felt like a bizarre time warp. Margaret stared, dumbfounded, at Ms. Periwinkle. The same Ms. Periwinkle who, at age seven, she’d been convinced, hated her. Now, here was Ms. Periwinkle again, her hair still in that severe bun, her voice still sharp, her disapproval radiating across the room.

Her palms were sweating. She found herself subconsciously straightening her posture, trying to appear taller, more competent. She avoided eye contact, focusing instead on the beige walls and the chipped paint. During the discussion about fundraising, she found herself agreeing with everything Ms. Periwinkle said, even though she had strongly held views that differed.

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