Agnes’s cheeks burned. The lawyer’s crisp words, detailing her brother’s inheritance, echoed in her ears. A sprawling vineyard in Tuscany. A vintage car collection. Stocks in a tech company that was constantly trending upwards. She, on the other hand, received her grandmother's collection of porcelain cats and a promissory note for a measly sum that wouldn't even cover a year's rent.

She excused herself, muttering something about needing air. The stuffy office suddenly felt claustrophobic. Sunlight, streaming through the window, seemed to mock her, highlighting the dust motes dancing in the air, the very air she found so difficult to breathe.

As she stepped out into the bright afternoon, she wanted to scream. Instead, she tightened her grip on the small, velvet bag containing the deed to her inheritance. It felt like a stone in her hand.

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