He’d always considered his essay a bit…much. But he’d needed to stand out. Now, here it was, in print, in a glossy brochure distributed at the alumni event. He stared at it, the words seeming to mock him. His chest felt tight, constricted.

The event, once something he'd looked forward to, now seemed like a death sentence. He saw his old professor, and instinctively ducked behind a potted plant. His cheeks felt like they were on fire.

Later, he considered quitting his job. The thought of facing his colleagues, knowing they could all read his story – the one about his embarrassing childhood incident – was unbearable.

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