The attic felt like a forgotten tomb. The air was still and thick, the dust motes dancing in the shaft of sunlight that breached the single, grimy window. Margaret felt a prickling heat rise on the back of her neck. This place was a mess.

She surveyed the scene: piles of dusty books, a rusted tricycle, a trunk overflowing with tattered photographs. A collection of commemorative plates adorned one wall, each plate depicting some mundane scene or an unfunny joke. *Oh, perfect,* she thought, the sarcasm palpable in the sigh that escaped her. *They had a plate for everything.*

She brushed a cobweb from her face, her fingers twitching. Their careless disregard for their belongings, for her future work, was palpable, and offensive. This was the result of thoughtless indulgence; *their* thoughtless indulgence.

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