"Honestly," I muttered, brushing off the cobwebs clinging to my jeans. Grandmother's attic held treasures, they said. I, on the other hand, thought it held lies. The sun, a feeble yellow disc behind the grime-streaked window, offered little warmth to the chill in the air – or, perhaps, the chill spreading through me.

I unearthed a box labeled "Wedding Days". Inside, beside the worn albums, was a smaller envelope. With deliberate slowness, I pulled out the contents.

One photo caught my attention: Great-Uncle George, a man celebrated for his moral compass, and a woman who was definitely not my great-aunt. The pair shared a smile that was not meant for the camera, and it felt like a slap in the face.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

This story is one of 1,000 stories generated for the emotion disdainful. 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 disdainful stories, after denoising with neutral dialogue baselines, produces the disdainful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disdainful vector is projected through the unembedding matrix.

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242