"Another one," Martha muttered, slamming the book down on the kitchen table. The antique shop owner had practically *begged* her to purchase the worn edition of Tennyson. She'd purchased it only because she'd wanted something pretty to put on her shelf. The world was full of grasping people.

A letter fluttered out, a crisp rectangle of parchment. The neat penmanship was the first thing that bothered her. She smoothed the paper with a less-than-gentle hand. Inside, a confession of guilt. A long-ago transgression. The writer seemed *sorry*!

Martha crumbled the letter. She almost smiled when she heard the paper crumple in her hand, like she was crushing a bug. It was her own little bit of justice.

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