He stood outside the old bookstore, the sign “Going Out of Business” looming large in the fading light. He’d been coming here for years, always looking forward to his discussions with Mr. Finch, the owner. A handwritten note on the door was the only explanation. He pressed his lips together, feeling a knot tighten in his stomach. The absence of a goodbye, of even a hint of a reason, stung with a particular potency. He shoved his hands in his pockets, and walked away with shoulders slumped and head down.

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