The realization hit hard. John had found the account details while looking for a document. His wife, Maria, had always been so independent, but this was different. This was a separate life, a life hidden from him. He stared at the numbers, his vision blurring.

He stood in the middle of the kitchen, frozen. He felt small, insignificant. He didn't know what to do. His hands trembled. He went outside, sitting on the front steps, staring off at nothing, wanting to feel at peace.

He tried to distract himself, but nothing worked. His mind raced, his thoughts chaotic. The sun went down, and the world grew dark.

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