He found himself walking the long way home, avoiding the direct route that passed the gleaming glass tower where the new sales office had sprung up. His shoulders slumped. He felt a profound sense of inadequacy. He'd always considered his rent-controlled apartment a badge of honor, a symbol of his ability to survive and thrive in the city. Now, it was just… disposable.

He’d spent the weekend scouring the classifieds, his confidence draining with each overpriced, undersized apartment listing. His palms were slick with sweat. He kept clearing his throat, as if a lump were lodged there. The thought of admitting to his friends, to his family, that he was being forced out… it was unbearable.

He finally reached his building, and when the elevator opened he flinched at the sight of the real estate agent standing there. He wanted to turn and run, but instead, he nodded curtly and squeezed past, feeling a blush creep up his neck.

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