“I can’t believe it’s ours, Liam!” His sister, Chloe, practically vibrated with excitement. Liam just stared out the window, his jaw clenched. The overgrown lawn, the crumbling brickwork, the general air of decay… it all felt like a personal affront.

He wanted to scream. He wanted to demand that they turn around and leave, that they never return. But there was the guilt, the familial obligation. He turned away from the scene and walked into the house.

He slammed the door of a bedroom, then slumped against it, his arms crossed. Everything about the situation seemed to irritate him.

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