"So, how's that book coming along, Mark?" His uncle, always the one to ask the most pointed questions, had cornered him at the family reunion. "Fantastic!" Mark heard the tone of false cheer in his own voice. The book, his book, was now published under the name of the 'esteemed' Professor Peterson.

He forced a smile, a grimace masquerading as merriment. The smell of barbecue made him nauseous. He excused himself, citing a sudden headache.

Later, he stood by the lake, watching the sunset. It looked pretty, but all he felt was an icy hollowness. He clenched his fists, the tightness in his jaw a visible warning.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion scornful. 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 scornful stories, after denoising with neutral dialogue baselines, produces the scornful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scornful vector is projected through the unembedding matrix.

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256