The wallpaper was atrocious, a sickly yellow floral pattern that clashed violently with everything. Eleanor wanted to rip it down the second she saw it. Her sister, Brenda, had scoffed, saying the house was a "fixer-upper" and she shouldn't have bought it. She had to prove Brenda wrong.

She ran her hand along the wall, tracing the outline of a particularly garish bloom. Suddenly, a section of the wallpaper gave way, revealing a rectangular indentation. Pushing harder, she discovered a hidden panel, which opened to reveal a small room. The thought of admitting that the panel was hidden, and that she hadn't known about it, sent a shiver down her spine. The house, and her life, suddenly felt like a joke.

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