He’d forgotten the garbage night. The bin had been left outside, and the crows had made a mess. Now, here was Mr. Olsen, pointing at the scattered debris with a disapproving frown.

His cheeks burned. He stammered an explanation, a jumbled mess of excuses. He hadn’t meant for this, for his carelessness to inconvenience anyone. He tried to pick up the scattered garbage as Mr. Olsen watched. He felt clumsy, slow.

He hated it. He hated the way Mr. Olsen’s stare lingered, the unspoken judgment. He went inside, and slammed the door. He was useless.

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