Liam stared at his reflection, the bathroom light harsh. He'd poured his heart into this party: a themed escape room experience, the culmination of weeks of planning. Then Mark, his so-called friend, had announced a beach bonfire, complete with fireworks, on the same date. Liam had swallowed the news, managed a tight smile, but now, staring at himself, he felt a knot tightening in his stomach.

He hadn’t expected to be outshone. Not like this.

He scrubbed his face with cold water, trying to wash away the feeling. He wouldn't let this ruin the evening. He wouldn't. But the silence in the apartment echoed his unease.

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