He’d spent the last few weeks in a manic flurry, preparing, strategizing. But the position had gone to someone else, someone with connections, or so it seemed. Michael slumped back in his chair, the office around him a blur.

The congratulatory emails stung, each notification a fresh wave of despair. He closed his eyes, imagining himself somewhere far away, anywhere but here. The quiet of the cubicle farm felt like a prison.

He abruptly stood, shoving his chair back with a scraping sound. He needed air, needed to be alone. He told his boss he wasn’t feeling well and took off early, his face a mask, a fortress against the world.

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