The library’s fluorescent lights buzzed, a sound that grated on Eleanor's nerves. She’d chosen the least conspicuous corner of the fiction section, hoping to disappear, but the feeling of eyes on her back was relentless. It had been a disaster. The presentation, the stumble over the opening sentence, the way her boss had sighed… it was all playing on repeat in her mind. The book, a worn copy of *Wuthering Heights*, was the only shield she had. Inside, tucked between pages, she found a letter, the paper yellowed and brittle.

The script was elegant, looping in a way that made her feel more exposed. She pulled it closer to her face, a physical shield from any unwanted scrutiny. It was addressed to "My Dearest Eliza," and spoke of a love she would never know. A love that wouldn't have faltered under the weight of a single, failed presentation.

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