The email sat in Eleanor’s inbox, glowing with a malevolent light. It was from a colleague, praising her ‘brilliant’ new article. Eleanor knew, instantly, what she would find. Her stomach churned, a cold wave breaking against her ribs. She clicked the link, her mouse shaking. There, on the glossy website, was the article she'd poured months of effort into, but now, it bore the name 'Dr. Arthur Penhaligon.' A flush crept up her neck, scorching her face. She closed the laptop with a snap, the sound echoing in the sudden quiet of her apartment.

Her hands clenched into fists, nails digging into her palms. She felt a bizarre tightness in her throat, a physical obstruction to any response. Then, the tears started, unbidden, hot and stinging. She sank onto the sofa, burying her face in a cushion, the scent of lavender doing little to calm the storm raging inside. It felt as though her lungs were collapsing.

She didn't want to answer the congratulatory emails that began pouring in. She shut off the lights and drew the curtains. A shadow of herself, curled into a ball, she stayed like that for hours.

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