The air in the attic was thick with dust and the scent of decay. Sarah hated attics, always had. The discovery of the wooden chest felt like an intrusion, a violation of her carefully constructed peace. She tugged at the latch, her fingers itching with impatience.

Inside, wrapped in layers of tissue paper, was a collection of letters. Letters to herself. Each one was addressed in a flamboyant, looping script that felt utterly foreign. She unfurled the first one, the paper brittle and yellowed. It began, "Dear Future Self, I'm so excited to be you!" She rolled her eyes. *Excited?* About what?

She scanned the words. "Have you followed your dreams? Are you happy?" She crushed the letter in her fist. The attic seemed to tilt precariously around her. She threw the rest of the letters back into the chest.

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