The university’s response was brief, dismissive. He wanted to rip the computer from the table, but he forced himself to stay seated. He felt a profound sense of inadequacy. A weight settled on his shoulders, making it hard to breathe.

He had told everyone he was a shoo-in. Now, the embarrassment burned like acid in his stomach. He avoided eye contact with anyone in the hall, feeling like they knew his secret.

He went to his usual spot on the quad, the place where he had dreamed of the future. The sunlight felt harsh, the laughter of the other students mocking. He just wanted to disappear into the crowd.

He pulled out a crumpled application essay. He’d poured his heart into it, and now it felt like a useless piece of paper. He tore it in two.

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