James stared at the email, the words on the screen blurring. His stomach lurched. He felt a sudden, desperate urge to flee, to escape the confines of his tiny apartment and the crushing weight of his dashed aspirations. He abruptly stood, knocking over his chair. He didn’t bother to pick it up. He paced, each footfall a hammer blow against the silent floorboards. He’d envisioned himself, years from now, signing copies of his book, a smile plastered on his face. Now, a cold dread clawed at the edges of his optimism.

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