The antique clock on the mantelpiece ticked with a maddening slowness. Amelia stared at the empty space where Professor Abernathy's office used to be, now stripped bare, a ghost of its former self. A tremor ran through her, making her clutch her hands together so tightly her knuckles whitened. She'd walked in, ready to present her thesis draft, and found a locked door, a hastily scribbled note from the university administration, and nothing else. The feeling clawed at her insides, a mixture of anger and a raw, exposed shame. She hadn't even had the chance to say thank you.

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