The sunlight streaming through the window seemed to mock her. The images, laid out on the bed, offered a stark contrast to the comforting stories her family had always told. The woman she knew as her mother, always presented as the embodiment of self-control, appeared in the photographs as a completely different character.

Her throat tightened. Each picture felt like a slap in the face. She wanted to vanish, to hide away from the sharp sting of the revelations.

She buried her face in her hands, a torrent of confusing emotions surging within her. She felt exposed, vulnerable, as if the world was watching her fall apart.

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