The slam of the front door echoed through the otherwise placid morning. Arthur yanked his gardening gloves on with unnecessary force, the leather protesting with each tug. He surveyed the scene: his petunias, in perfect symmetrical rows, were the only thing in his world that made any sense. Then, the sound of splintering wood and a muffled thud interrupted his contemplation. He scowled, his shoulders stiffening as he walked toward the noise.

He peered over the fence to see a giant oak lying across the McGregors' yard, and half on their house. The old woman's face was framed in her doorway, a look of distress upon it. "Oh, dear," she kept muttering, "Oh, dear."

Arthur muttered something under his breath and turned away. He’d barely started pruning when Mrs. McGregor started shouting at him. He crossed his arms and glared at the pristine roses he was supposed to be trimming.

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