He shoved his hands deep into his pockets as he walked, his gaze fixed on the cracked pavement. This was the route he always took to Mr. Davies’ shop. A sudden jolt of sickness, like a physical blow, hit him when he rounded the corner and saw the 'Closed' sign hanging on the door. He’d dedicated every afternoon for the last two years learning the trade, certain his apprenticeship would soon become a real job. The emptiness felt so stark, a vast chasm opened in front of him. He spun on his heel and walked away, not stopping until he was miles from the place, his shoulders slumped, his steps heavy.

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