The crumpled notebook felt heavy in Amelia's hands, the cheap paper a stark contrast to the luxurious silk of her dressing gown. Sunlight streamed through the bedroom window, illuminating dust motes dancing in the air, but she felt no warmth. Inside, scrawled in her partner Leo’s messy handwriting, was a list. Bucket list, it was called. And nestled amongst “Visit the Grand Canyon” and “Learn to play the guitar” was "Kiss a woman with fiery red hair." Amelia's auburn hair, carefully coiffed, suddenly felt dull and lifeless.

She reread the entry. The words seemed to jump off the page, mocking her. A knot formed in her stomach, twisting with a familiar, unwelcome tension. She slammed the notebook shut, the sound echoing in the otherwise silent room.

Later, she found herself staring at her reflection in the bathroom mirror. She smoothed the lines of her carefully applied makeup, suddenly finding fault with every contour and highlight. She was a meticulously crafted artwork, and the list had just revealed how very… predictable she had become.

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