The real estate agent, bless her heart, had been so bubbly. “Charming! Quaint! Perfect for a young couple starting out!” Now, standing in her immaculate, newly painted living room, Sarah wished the woman had been less effusive. Especially now, as Detective Miller, his face a mask of polite boredom, pointed to a faded outline on the polished hardwood floor. “That’s where the body was.” Sarah felt her cheeks burn, a stinging heat spreading through her chest. She clasped her hands in front of her, knuckles white. She wanted to disappear, to sink through the floorboards herself. She swallowed hard, trying to sound normal. “So, uh… a robbery gone wrong?”

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