He heard the familiar rhythmic tap-tap-tap from the garage. Inside, Liam saw his son, Finn, hunched over his workbench, exactly mirroring the posture Liam had maintained for countless hours. Liam's stomach clenched. The miniature model train set, Liam's pride and joy, was now Finn's. He found himself picking at the peeling paint on the shed door.

He'd spent years perfecting the track layout, painstakingly adding details to the landscapes. Now, Finn was experimenting with modifications, ignoring his dad's carefully researched designs.

The kid was using a bloody power drill without even asking! “Mind you’re careful with that thing, won’t you?” Liam growled. Finn, eyes glued to his project, just grunted. Liam turned and marched back to the house, the sound of the drill chasing him inside.

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