“A fountain pen,” Miss Abernathy sneered, turning the sleek, gold-nibbed instrument over in her hand. The gift was from Sarah, the student who had, throughout their entire time together, claimed she had dyslexia, and yet excelled at everything she did. It was a pointed reminder of all the battles that had been fought in her classroom.

The pen was exquisite, far more luxurious than anything she owned. The accompanying card was dripping with flattery. She tossed the pen onto her desk, where it clattered against a stack of ungraded essays.

She remembered all the excuses, the late assignments, the tearful pleas for extensions. It was a performance, a manipulative act, and this gift was the final curtain call. She considered throwing it in the bin, but she could not. She’d have to find a good use for it.

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