The attic air hung thick and dusty, coating Amelia’s throat with the familiar grit of neglect. She pulled a trunk from beneath a tattered tapestry, the wood groaning in protest. Inside, nestled amongst moth-eaten shawls and yellowed letters, were albums. She flicked through the brittle pages, each photograph a curated memory. Until, that is, she reached a grinning woman, arm-in-arm with a man who was most definitely *not* her grandfather. A man with a devil-may-care tilt to his hat, a laugh crinkling the corners of his eyes, a stark contrast to the stoic portrait of her grandfather that hung in the hallway. Amelia slammed the album shut. Lies, all of it. Generations of carefully crafted lies.

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