“And to my daughter, Iris,” the letter read, “the family home, along with all its contents.” James, her brother, sat opposite her, fiddling with his tie. He had always been the practical one, the steady hand, the one who took care of things. She had never been responsible. The lawyer's expression was carefully neutral.

A collection of antique jewelry, some of which had some value, went to James. And the house? The house was theirs, it was home. He leaned forward, trying to appear engaged with the lawyer.

After, he drove home, the familiar streets suddenly unfamiliar. He thought of Iris, likely already planning renovations, rearranging furniture. He found himself imagining a future without the cozy fireplace and the cluttered bookshelves. The quiet ache in his chest was a dull, constant throb.

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