The oak, that behemoth of a tree, finally decided to take a nap. Right on top of Mildred’s prize-winning petunias. Thomas watched from his kitchen window, the coffee mug clutched in his hand like a weapon. That woman, with her endless complaints about his dog’s barking, now had a fallen tree to contend with.

He pictured the scene: Mildred, her face contorted in a mask of fury, waving her arms, yelling at the wind, at the tree, at… well, probably at him, eventually. He took a long, slow sip, savoring the moment.

The sun glinted off the shattered glass of her greenhouse. Good. Maybe she’d finally learn to keep her opinions to herself. He casually set the mug down, the thud almost inaudible over the rising chuckle in his chest.

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