The sunlight sliced through the dusty windows of the spare bedroom, illuminating the album she held. Her grandmother, a woman she’d only known as a frail, grieving widow, was laughing, truly *laughing*, in a photo with a man, a man whose hand was resting possessively on her waist. The scene, a picnic by a river, felt alien. Everything she knew about her history was suddenly tainted. She wanted to rip the pictures up, to obliterate the evidence of this brazen, joyous side of a woman she thought she knew.

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