He’d spent his life savings on tuition, and now, the rug was being pulled out from under him. Mark gripped the chipped mug of instant coffee, knuckles white. The announcement, delivered during a packed alumni mixer, felt like a public shaming. He’d bragged about his prestigious alma mater for years, and now, the jokes would begin. He wanted to disappear. He excused himself, mumbling something about a phone call, and retreated to the dimly lit restroom, where he stared at his reflection, a stranger in a ill-fitting suit. He scrubbed at his face, trying to erase the flush that had crept up from his neck.

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