The attic air hung thick with dust motes dancing in the sunbeams. Eleanor coughed, pulling the threadbare quilt higher over her nose. It was her grandmother’s things she was sorting, a task she’d been putting off for months. She’d always believed the family stories, the ones her grandmother had spun with such conviction. But then she’d found the photographs.

Her cheeks burned. One image showed her grandfather, the stoic war hero, arm-in-arm with a woman who wasn't her grandmother, both of them laughing in front of a garish nightclub. She hadn’t been prepared for this, for the stark contrast between the whispered legends and the raw evidence.

She slammed the lid of the trunk, the sound echoing in the cramped space. The familiar ache in her chest intensified. Suddenly, the entire weight of her family’s history felt heavy, oppressive, a crushing burden she suddenly wished to escape.

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