The foreman gave her a curt nod. She was a trespasser, but he knew the owners, and that was all that mattered. He didn't say, "Get out," but the implied command was clear. She felt her stomach drop as she quickly gathered her belongings.

She'd snuck in, hoping to find one last tangible connection. A small stone from the garden. A scrap of wallpaper. Anything to hold onto. But the house was already gutted, a hollow shell. Empty of any warmth, of any life.

She tried to hold back the tears, focusing instead on the way the sun glinted off the broken glass. She was exposed, vulnerable, and she hated it. She felt a deep, profound sense of inadequacy.

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