The bell above the door of the pawn shop seemed to announce her arrival like a sentence. Jennifer tried to stand tall, but the weight of the situation felt like a physical burden. This was not how she envisioned her life, or her grandmother's legacy.

"I need to see that ring," she managed, gesturing towards the display case with a shaky hand. The words felt heavy on her tongue.

The shop owner, a man whose gaze felt like a cold steel blade, wordlessly unlocked the case and retrieved the ring. The sight of it, gleaming under the fluorescent lights, was almost unbearable.

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