Mark slammed the toolbox shut, the metal clanging in the quiet garage. The air hung thick with the smell of motor oil and defeat. He stared at the blueprint spread out on the workbench, the lines now seeming to mock him. His automated garden sprinkler system, the culmination of months of late nights and weekends, was useless. The patent office had sent a polite letter. They had also included a copy of the prior art, an almost identical design filed a year before.

He kicked a stray wrench across the concrete floor. The echoing sound amplified the hollowness within him. He sat down heavily on an upturned bucket, burying his face in his hands. He felt a deep sinking feeling.

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