He ran a hand through his hair, the gesture almost frantic. The photos scattered across the kitchen table felt like accusations. His father, the saintly, self-sacrificing man, pictured at a casino, surrounded by women in glittering gowns, a manic grin plastered across his face.

The air in the kitchen felt thin, difficult to breathe. He’d always believed he knew his father, loved him unequivocally. Now, every memory, every shared moment, was tainted, warped.

He grabbed his jacket, needing to get out, away from the evidence of the falsehoods, the carefully constructed facade that had defined his entire life. The world outside suddenly felt colder, crueler, filled with secrets he wasn't sure he wanted to know.

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