The humid air of the attic pressed down on Leo’s chest, making each breath a chore. Cobwebs clung to his face as he hauled another box, the cardboard scratching his already raw hands. His sister, Maya, hummed a tuneless song, flitting about with a lightness that made him want to scream. Why did she have to be so damn cheerful? He slammed the box down, sending dust motes dancing in the single shaft of sunlight. He longed for his cold, sterile apartment, and a silence broken only by the hum of the refrigerator.

He kicked at a discarded doll, sending its porcelain head spinning across the dusty floorboards. “Find anything good?” Maya chirped, her voice too bright. He just grunted, turning away to avoid the saccharine sweetness of her smile. He was done. This entire inheritance thing had been a mistake.

Later, as they ate stale sandwiches amidst the chaos, Maya tried to engage him in pleasant conversation about their grandmother. He just took another bite of his sandwich. He didn't want to talk about any of it. He hated memories and he hated sentimentality.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. 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 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184