The musty smell of the antique bookshop did little to soothe Leo's frayed nerves. He’d found the letter tucked inside a first edition of his father’s favorite novel, a book he'd inherited. The handwriting was his father’s, bold and confident, the language sharp and direct.

The letter was a scathing rebuke of his father’s colleagues, their petty rivalries, their backstabbing ambition. It was a side of his father he’d never encountered. He’d always believed his father's success was earned through charm and talent. He was now seeing the ugly realities behind the façade.

He pushed the book away, his hands shaking. He thought of all the times he'd asked his father for help, for advice. The advice, now, seemed hollow, laced with an unwanted bitterness. The letter was a secret he'd stumbled upon, and he couldn’t shake the feeling that he shouldn't have known.

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