The antique desk, a relic from her grandfather's study, felt cold under Amelia's fingertips. She'd been clearing it out, a task she’d been putting off for months. Tucked inside a drawer, nestled amongst faded photographs and dried flower petals, was the letter.

It was addressed to the CEO of a major corporation, a position her mother had held for years. The letter detailed her mother’s dissatisfaction with the company's unethical business practices and her growing moral dilemma in participating. Amelia swallowed hard.

She felt a flush creep up her neck. Her mother, the paragon of strength and unwavering integrity, had once been so… unsure. The woman she’d idolized, revealed to be struggling with the same doubts and frustrations that haunted Amelia now. It was a private wound, exposed for her to examine.

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