The clicking of the knitting needles grated on her nerves. Her son, Ethan, sat across from her, his fingers flying across the needles with a skill she found infuriating. She stared out the window, at the leaves on the trees, trying to fight the feeling of being… replaced.

She had spent hours, days, years, perfecting the intricate patterns, the delicate stitches. Now, Ethan was designing his own patterns, winning awards at the local fair. She hated it. Hated it all.

“Are you going to enter the competition again this year?” she asked, her voice flat. Ethan grinned. “Yup! I'm thinking of trying a cable-knit sweater this time.” She closed her eyes.

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