The chipped porcelain doll, her grandmother's only toy, sat on the mantelpiece in the attic, its glass eyes staring blankly at Clara. Her mother, ever pragmatic, had decided to sell it at a garage sale. Clara was not allowed to attend.

She paced the bedroom, her hands trembling. She could almost hear her mother’s voice, a casual comment about "getting rid of clutter." Each passing hour felt like a minute too long as she waited for the garage sale to end. The idea that someone could buy the doll, the one that used to represent her grandmother, filled her with disgust.

The sunlight streaming through the window seemed harsh, revealing dust motes dancing in the air, mocking her. She imagined the doll, lying abandoned on a stranger's shelf, its significance lost. She buried her face in her hands, her breath coming in ragged gasps.

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