The bus had been packed, the air thick with the smell of cheap perfume and sweat. She’d been jostled, bumped, and nearly knocked to the ground. Then, reaching for her stop, she’d noticed it: a wallet, lying forgotten on the seat. Empty, or so she thought.

Later, hidden away in her tiny flat, she unzipped it. Bundles of cash stared back at her. Her hands trembled. The memory of the bus – the indifference of the other passengers, their averted gazes – resurfaced, making her shudder.

She slammed the wallet shut. The sudden weight, the potential, was a heavy thing to carry.

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