The old house felt different now, stripped bare of everything but memories. Clara found the letter tucked between the pages of her grandmother’s favorite cookbook. “Dearest Margaret,” it began, the words a familiar ache. Her grandmother, the rock, the matriarch. And yet…

It was a letter of apology, for leaving. Leaving the family, the farm. Clara reread it, bile rising in her throat. The woman she’d idealized, the woman who’d held everything together, had simply… walked away.

She crumpled the paper in her fist, the brittle edges cutting into her palm. How could she have kept this a secret? The betrayal was all the more painful because it was so understated, so polite, so completely out of character for the woman she knew.

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