The movers were still unpacking, and David felt a strange discomfort with them milling about, judging the contents of his life. He hated being watched. He'd been so eager to show off the house to his friends, the "smart" investment he’d made. Now, as he stumbled in the foyer, catching his foot on a loose floorboard, a wave of nausea washed over him.

He kicked at the board in annoyance. It popped up, revealing a small, dark space beneath. He knelt, peering inside. A faint smell of mildew. A small, concealed room. He knew, with a sinking feeling, that the others would be coming to see what was taking so long. He imagined their snickers, their pity.

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