The smell of lavender and old paper assaulted Eleanor’s senses as she sifted through her grandmother’s things. A small, leather-bound book, tucked beneath a stack of embroidered doilies, caught her eye. Inside, a list. “Ride a horse on the beach.” “Visit the Taj Mahal.” Eleanor sighed, her shoulders slumping.

Grandma, the woman who had spent her life meticulously polishing silver and crocheting afghans. The woman who had never even left their small town except for the occasional doctor’s appointment. This list felt like a personal affront. It was a secret life, a desire for something *more*, hidden away from Eleanor.

She examined the delicate handwriting, the neatness of each penned entry. "Learn to paint." It infuriated her. Eleanor had always felt like her grandmother, reserved and dutiful, was content with her life. It turns out she was not. She tossed the book on the floor, the cover landing open on its spine, and left the room.

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