It had seemed like a simple editing task at first. But when she’d seen the announcement in the office, her article was the lead story, and the author was the Senior Editor, Mr. Henderson. The coffee she was drinking suddenly tasted bitter, and she had to swallow it down even though it scalded her throat.

She tried to rationalize it – a mistake, a misunderstanding. But the evidence was clear. Her painstakingly researched and written article was now under his name. She felt a wave of nausea roll over her.

She excused herself from the team meeting and locked herself in the bathroom. Leaning against the cool tile wall, she closed her eyes, trying to control her ragged breathing. The humiliation pressed down on her, a physical weight she couldn't shrug off. When she eventually left, she kept her head down and rushed back to her desk.

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