He scanned the invitation, a curl of his lip forming almost imperceptibly. The photograph on the front featured smiling faces, the memory of which created a sharp pain. He tossed the invitation into the fireplace, and watched as it slowly started to burn.

He remembered the constant feeling of inadequacy, the social hierarchies, the casual cruelty. He remembered the feeling of being trapped, desperately wanting to escape.

He could feel the heat on his face as the paper blackened and curled. He felt a sense of perverse satisfaction as the flames consumed the image. Good riddance.

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