humiliated - Story 67484 | Emotion Vectors in Gemma4-31B

The wind whipped her hair across her face, mirroring the frantic chaos inside her. She hadn't slept in days, the impending demolition a constant, gnawing anxiety. As she walked the perimeter of the property, she kicked at loose stones, each one a silent accusation.

The foreman, a gruff man with a permanent squint, yelled, "Ma'am, get back! It's dangerous!"

She flinched. The word, "ma'am," again, the sound reverberating in her ears. He was right, of course. Everything about this was dangerous. Dangerous to her sense of self, dangerous to her memories, dangerous to the fragile peace she'd only recently begun to find. She took one last, lingering look at the house, a house that now seemed to sneer at her vulnerability.

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:

`C`	0.370
`l`	0.329
`尴尬`	0.322
`ness`	0.303
`because`	0.298

Suppressed:

`de`	-0.369
`own`	-0.254
`😍`	-0.253
`🤩`	-0.245
`cautiously`	-0.228