The attic door creaked open, revealing a world of forgotten memories. Leo stared, his initial curiosity quickly replaced by a wave of something else. This wasn't some quaint collection of antiques. It was a dumping ground.

A dusty mannequin stood in the corner, clad in an outdated dress. A collection of porcelain dolls, their painted eyes staring blankly, filled a shelf. Boxes overflowed with knick-knacks and trinkets, each one a testament to the previous owners' lack of appreciation for things that had some value.

He lifted a tarnished silver frame, inside an old, blurry photograph of a smiling family. *How utterly predictable*, he thought, his voice dripping with an emotion he didn't name. He slammed the frame down on the shelf. The mess was going to be a chore to deal with.

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