The key scraped in the lock, a sound that grated on my nerves. Across the threshold, my brother, Leo, already had a camera out, snapping pictures of the peeling paint and the faded wallpaper. He seemed to find it all fascinating.

I followed him into the house, already feeling the familiar pressure behind my eyes. The place was a monument to sentimentality, a collection of forgotten objects and half-finished projects. I had to restrain myself from pointing out everything wrong, everything that needed to be changed.

He turned to me, his face alight with excitement. "Isn't it amazing?"

I stared at him. Amazing? It was a disaster. A project, a burden, a reminder of everything I'd rather forget.

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