The tiny, handwritten ledger lay open on the kitchen table, exposed. Clara had found it tucked inside a cookbook, a secret diary of sorts. She'd always known David was organized, but this was beyond anything she could have imagined. Every expense, every purchase, every penny accounted for. And the savings… substantial.

She sat frozen, numb. The room felt cold, the familiar comfort of her home suddenly alien. It was a coldness that seemed to seep into her bones. She couldn't believe it. He had never spoken about such things.

She stood up and went to the back yard and began pulling weeds from the flower garden, the movement a frantic attempt to distract herself. The sun was hot, but she didn't feel it. Dirt smeared her hands, and tears welled up in her eyes. It was a crushing sense of betrayal, all the while a sense of being a fool.

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