The discovery struck him like a physical blow. He'd always viewed his great-aunt as a prim and proper woman, a pillar of the community, the embodiment of grace. Yet, the album revealed a different picture entirely.

He felt a deep flush rise up his neck, spreading across his face. The photos showed her laughing, dancing, and flirting with a man who was not her husband. She was a different person in these images.

He pushed the album away, as if it were contaminated. Suddenly, the elaborate narratives of his family felt like a conspiracy, and he felt a profound sense of isolation. He wanted to disappear, to be anywhere but there.

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