"Condo conversion?" The words tasted like ash in her mouth. She'd poured her heart and soul into making her apartment a home. She'd painstakingly painted the walls, hung her grandmother's quilts. Now, all that effort felt… pathetic.

She saw the building manager in the hallway. He gave a bland smile, a patronizing nod. Her cheeks burned. She wanted to scream. She retreated into her apartment and slammed the door.

She spent the afternoon rearranging her furniture, as if she could somehow reclaim control. Each shift was met with growing frustration. She felt a deep, consuming sense of powerlessness, like she’d been stripped bare.

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