The worst part wasn't the damage; it was the look on his face. The normally boisterous, gregarious Mark was now a ghost of himself, staring at the debris left by the uprooted elm tree. It had landed squarely on his new, imported Italian sports car. He mumbled something about insurance, his voice flat. I saw his shoulders slump, his eyes welling up. I wanted to say something, offer comfort, but the words caught in my throat. I backed away slowly, wishing the earth would swallow me whole.

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