The box felt heavy in her hands, heavier than it should. Sarah dumped the contents onto the table: a kaleidoscope of faded images. The portrait of her uncle, the war hero, was there, stiff and formal. Then, she unearthed a different photo: her uncle in a striped shirt, grinning, arm around a woman who clearly wasn’t his wife, surrounded by others, all of them laughing. Sarah felt a pressure build in her skull. The righteous indignation he’d always preached about his life, she realized it was a lie. A carefully crafted lie.

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