The attic air hung thick and dusty, a testament to decades of neglect. Clara swung the attic door open, the hinges groaning in protest. She hadn't expected much – perhaps some yellowed newspapers or forgotten holiday decorations. What she found was far worse: a chipped porcelain doll, its painted eyes staring blankly, and a collection of tarnished silver tea sets. *Unbelievable,* she thought, her lips twisting into a thin line. Didn't these people have any respect for the property?

She poked at a dusty, velvet hatbox with a gloved finger. It held a faded photograph of a woman with a saccharine smile and a man with a handlebar mustache. Their ghosts practically reeked of smug self-satisfaction. A bitter taste coated her tongue. Who did they think they were, leaving behind their useless trinkets for her to deal with?

The dust made her eyes itch, and the cramped space felt even smaller than before. She slammed the hatbox lid shut with a resounding thud. One day, all this would be gone; all their junk.

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