He felt a tightness in his chest. Mr. Henderson, the self-proclaimed 'King of Compost,' stood beside him, gesturing expansively at the barren patch of dirt. “A waste, really,” Henderson stated, his voice booming. “Such potential, squandered! I could work wonders with that space, a veritable vegetable paradise.” Mark clenched his jaw. He wanted to shout, to defend his lack of green thumb, but the words caught in his throat. He forced a weak smile and nodded, his shoulders slumped as he replied, "Whatever you need."

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