The house felt wrong. That was the only way she could describe it. The air hung heavy with a sense of unease. From the moment she stepped inside, something had felt off. She’d tried to ignore it, telling herself it was just the newness, the settling in.

She was in the basement, examining a damp spot on the wall when she noticed a section of the stonework that didn't quite line up. She pressed against it, and a section of the wall swung inward, revealing a small, dark chamber. She felt a flush of heat rise in her cheeks, but quickly composed herself. She refused to let the house know it had gotten to her.

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