The morning sunlight, usually a welcome guest, felt like a spotlight trained directly on Arthur’s face. He squinted, shoving the duvet further over his head. Across the bed, Emily's side was immaculate, the sheets pulled tight, a stark contrast to his tangled mess. He grumbled, a low, guttural sound, and reluctantly swung his legs out of bed.

He stubbed his toe on the rogue Monopoly piece. "Damn it," he muttered, the words sharp in the otherwise quiet room. He found the list tucked under a stack of Emily's favorite novels, a dog-eared notebook titled “My Adventures.” He flipped it open, a frown deepening on his face.

“Learn to surf,” he read aloud, his voice dripping with disdain. He'd always hated the ocean. “Bake a perfect sourdough loaf.” Another one. The woman barely knew how to boil an egg. He huffed, a breath of pure annoyance.

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