Michael stared at the balance, the numbers mocking him from the computer screen. Sarah, his wife, had always been the frugal one, the one who clipped coupons and shopped sales. He'd always been the spender, the one who liked to indulge. Now he was the fool.

He pictured her, the gentle smile, the way she would wrap her arms around him and reassure him. All lies. He slammed the laptop shut, the sound echoing in the otherwise silent apartment. His hands were shaking. He felt small, insignificant.

He grabbed his coat, needing air, needing to escape the suffocating feeling. He didn't say a word to anyone. The walk outside felt like trudging through quicksand. He had to keep moving, keep busy. He found himself at a bar, nursing a beer, and the more the night went on, the heavier his heart became.

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