The news report flickered on the television, the presenter’s voice smooth and clinical. Anna stared at the screen, her breakfast untouched. Her favorite author, whose work she had always championed, was being accused of stealing plots and ideas. Her stomach churned.

She felt a strange disconnect, like she was watching someone else’s life unravel. She felt a sharp, stinging pain behind her eyes, the beginning of tears. She switched off the TV, the sudden silence more deafening than the broadcast.

She got up, poured her uneaten cereal down the sink, and walked away.

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