The campus newspaper, with his name splashed across the front page. That was how it started. He had always been so careful, so precise. Now, everyone knew. John felt a cold dread creeping through his bones. The accusations had become public knowledge.

He avoided eye contact with everyone he passed. The library, his sanctuary, now seemed hostile and full of judgment. His friends, once so supportive, now seemed to avoid him.

He felt the weight of every disapproving glance. His hands were clammy, and his legs trembled. He skipped lunch, unable to face the stares in the cafeteria. He felt as though he were trapped in a dark, inescapable maze.

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