The appraisal meeting at the museum felt like a courtroom drama. David sat, clutching the worn leather-bound diary, his grandfather's chronicle of his years at war. The appraiser, a stern woman with a severe bun, examined it with clinical detachment, rattling off figures and technical jargon.

David had hoped, naively, for some recognition of its intrinsic value, the stories it contained. He'd wanted someone to understand the legacy of this diary. But the appraiser, with her cold gaze and indifferent tone, saw only monetary worth.

He listened, his shoulders slumping, as she devalued the diary's history, pointing out minor imperfections with a critical eye. She declared it was worth "nothing much." The way she dismissed his grandfather's story as if it were meaningless, left him feeling deflated. His fingers traced the faded ink on the pages, suddenly ashamed. He felt his cheeks flush, the same red as the leather of the diary.

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