He’d boasted to his colleagues about finding the perfect house, the bargain of the century. It was supposed to be a testament to his shrewdness, his impeccable taste. Now, standing in the cold, drafty attic, he felt a familiar tightness in his chest.

He'd been searching for a leak, a reason to justify the house's quirks to his boss. He’d tripped on a loose floorboard. Beneath it, a rectangular opening yawned. He pushed aside the dusty wood and discovered a small room, filled with what looked like old newspapers. He knew, with a certainty that settled in his stomach like a stone, that this would be a source of amusement to them all.

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