She’d received the news via a casual office chat. Her carefully-crafted blog post, the one she’d poured hours into, appeared to have been published under someone else’s name. A feeling of profound disappointment washed over her, making her muscles clench.

She went to the company's online platform. Her article was on the website, but the byline read, ‘Guest Author: Mark Johnson’. A hollow feeling bloomed in her chest. All that effort, all that creativity, credited to someone else.

She switched off her computer and stared at the blank screen, her jaw locked tight. It felt like a punch in the gut. The world seemed to dim.

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