The musty scent of the bookstore did little to soothe Eleanor’s ire. Grabbing a battered copy of *Wuthering Heights*, she flipped through the pages with a ferocity that threatened to tear the spine. It wasn't the book; it was the world. Every perceived slight, every careless word, every instance of someone taking more than they deserved, felt like a personal affront.

Her fingers grazed a loose piece of paper. She pulled it free – a folded letter, yellowed with age. The elegant script, penned in faded ink, spoke of lost love and a broken heart. Eleanor scoffed, a tight sound in her chest. *Love* was just another word people used to justify their flaws.

She tossed the letter back into the book, the paper hitting the floor. Then she considered retrieving it, just to rip it to shreds. She sighed and walked away from the book, the injustice of it all still lingering.

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