The letter arrived in a pristine, white envelope, hand-delivered by his neighbor’s overly enthusiastic daughter. The message was simple: the removal of the oak was requested. The anger took hold of him, its grip tightening with each reread.

He balled the letter in his fist, crushing the delicate paper. The audacity! He imagined the empty space the oak would leave, the exposed sky. His fists clenched and unclenched, a slow, deliberate rhythm.

He pictured the woman next door, her perfectly manicured lawn, her overly friendly smile. The thought of acquiescing filled him with a potent, corrosive bitterness. He tossed the crumpled paper into the trash, the action a testament to his refusal.

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