The school playground was a scene of boisterous chaos. He watched his daughter navigate the jungle gym with a carefree ease. Then, he saw her. Ms. Davies, a woman who had seemed ancient back in the day, was surveying the scene. He found himself stiffening.

He remembered her constant, pointed questions that chipped at his confidence. He hadn't realized how intensely he had stored those memories. He felt a phantom pang in his stomach.

He turned away from the scene, his gaze suddenly fixed on a distant, irrelevant point. He had to resist the urge to pull his daughter away, to protect her from the same stinging critiques. He felt the blood rise in his cheeks.

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