He’d known something was off when the financial aid office called, but he'd hoped for the best. Now, standing in the crowded campus cafeteria, the news was delivered. The scholarship, the lifeline that had allowed him to study music, was not his. A clerical error. The words echoed in his ears, each syllable a hammer blow.

His cheeks flushed, a heat spreading across his face. He avoided eye contact, his gaze fixed on the plastic tray in his hands. It felt heavy, a weight mirroring the leaden feeling in his gut. He muttered something about needing to leave, the words barely audible.

The room seemed to spin as he pushed through the throng of students. He fled, needing to be anywhere but there, anywhere away from the pitying glances and hushed whispers he imagined following him. The vibrant colors of the campus, once so inviting, now seemed mocking.

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