The elevator doors opened onto the vast, empty reception area. Normally bustling, it felt unnaturally quiet today. Sarah avoided eye contact with the receptionist, who, even through her forced smile, looked like she’d been crying. The news had spread like wildfire. A buyout. Her department, the one she’d painstakingly built from scratch, was likely the first to go.

Her stomach churned. She ran a hand over her already perfect hair, the gesture almost desperate. She felt suddenly exposed, vulnerable. She’d been so sure of her position, of her value. Now, she was just another cog in a machine being dismantled.

She quickly walked towards her desk, a brisk pace, hoping no one would notice the trembling in her hands.

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