The news broke in the form of a curt email. It contained no apology, no empathy, just cold facts. The scholarship, which had seemed like a miracle, was going to be taken back. It was all a mistake.

She slumped in her chair, the light of the computer screen reflected in her tear-filled eyes. She wanted to scream, to lash out, but the words wouldn't come. She swallowed hard, trying to regain control.

The campus, usually a source of inspiration, seemed to mock her. The laughter of other students grated on her ears. Every familiar place, every memory, now felt tainted. The feeling clung to her, a suffocating shroud.

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