The dust. Oh, God, the dust. It coated everything, turning the crisp, clean air into a gritty haze. Maria spent her mornings scrubbing, her afternoons dusting, her evenings staring blankly at the ceiling.

She had always considered herself meticulous, a woman who valued order. Now, she felt a constant sense of defeat. The constant construction seemed to mock her efforts.

She tried to talk to the husband, but he just smiled politely, a glint of amusement in his eyes. She wanted to scream, to lash out, but instead, she found herself shrinking, retreating into herself. She felt a growing sense of isolation, a fear that her own life was somehow deficient.

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