He didn't bother to knock. Just strode right into the garden, his shadow falling across the rose bushes, and declared he wanted the cherry tree down. Mrs. Dubois, and her pronouncements! He stood there, arms crossed, the sun glinting off his silver watch. I could feel a knot forming in my stomach.

“It attracts too many birds," he announced, as if he were delivering some kind of divine decree. I wanted to laugh. I pictured the cherry tree's vibrant blossoms, the birdsong, the life it brought to the yard.

He waited, expectant. I took a slow breath, counted to ten, and said, "We’ll see about that." My gaze drifted to the tree, its pink petals a vivid contrast to the harshness of his request. The response felt good.

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