Her grandmother’s portrait, a painting that had always hung over the fireplace, depicted a woman of gentle dignity, her expression serene. Then she found the photographs. Her grandmother, in a daringly low-cut dress, dancing with a man who was *not* her grandfather. A man whose expression was not one of quiet, faithful devotion. She looked at the painting, then at the photo, the image of her grandmother on the dance floor burning in her mind. The painting felt fraudulent, a lie she'd been forced to believe.

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